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Digital Poster - Musculoskeletal
Weekend and Oral

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ISMRT Educational Session

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Musculoskeletal Digital Poster (No CME Credit)
Session Title

Muscle I

Program # 1019 - 1031
Monday, 09 May 2022 | 14:45

Muscle II

Program # 1130 - 1141
Monday, 09 May 2022 | 15:45

Joints

Program # 1403 - 1414
Tuesday, 10 May 2022 | 09:15

Meniscus, Ligament & Joint

Program # 1486 - 1496
Tuesday, 10 May 2022 | 10:15

Bone

Program # 1596 - 1602
Tuesday, 10 May 2022 | 14:30

Quantitative & Technical Innovations for MSK

Program # 1686 - 1695
Tuesday, 10 May 2022 | 15:30

Cartilage

Program # 2297 - 2311
Wednesday, 11 May 2022 | 16:45

Imaging OA & Arthroplasties

Program # 2403 - 2410
Wednesday, 11 May 2022 | 17:45

Muscle & Tissue

Program # 2821 - 2828
Thursday, 12 May 2022 | 14:45

Nerve, Spine & Tumors

Program # 2885 - 2893
Thursday, 12 May 2022 | 15:45

Muscle I

Exhibition Hall:S8 & S9
Monday 14:45 - 15:45
Musculoskeletal
Module : Module 27: MSK II

1019
Computer 26
Contraction-Induced Changes in Acetylcarnitine in the Human Vastus Lateralis Muscle Detected by 1H MRS at 3T
Rajakumar Nagarajan1, Christopher Hayden2, Samantha Gilmore2, and Jane A Kent2

1Human Magnetic Resonance Center, Institute for Applied Life Sciences, University of Massachusetts Amherst, Amherst, MA, United States, 2Kinesiology, University of Massachusetts Amherst, Amherst, MA, United States

Using 1H-MRS at 3T, vastus lateralis muscle acetylcarnitine was measured in 8 young male subjects at rest and in response to incremental, dynamic knee extension contractions. Intramyocellular [acetylcarnitine] increased >3-fold in response to the contraction protocol, thus buffering mitochondrial acetyl coenzyme A and thereby supporting oxidative metabolism of glucose and fat in the citric acid cycle. Measurement of acetylcarnitine has the potential to be a useful tool for the investigation of muscle substrate use and metabolic flexibility. This work is the first demonstration of dynamic changes in muscle [acetylcarnitine] at 3T.

1020
Computer 27
Ultrashort Echo Time Magnetization Transfer Ratio (UTE-MTR) Measurements of Paraspinal Muscles Correlate Well with Lumbar Disc Herniation
Jia-Xin Feng1, Jin Liu1, Jian-Wei Liao1, Wei Li1, Xiao-Jun Chen1, Lin Yao1, Pan-Hui Huang1, Long Qian2, Ya-Jun Ma3, and Shao-Lin Li1

1Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, China, 2MR Research, GE Healthcare, Beijing, China, 3Department of Radiology, University of California San Diego, San Diego, CA, United States

Ultrashort echo time magnetization transfer (UTE-MT) is suggested to a non-invasive technique to assess collagenous matrix indirectly. In this study, we utilized UTE-MT sequence to investigate the relationship between UTE-MT ratio (UTE-MTR) measurements of paraspinal muscles and disc herniation in patients with disc degeneration. We found that the UTE-MTR showed a good performance in differentiation of patients with and without disc herniation, thus potentially valuable in predicting disc termination.

1021
Computer 28
Assessment of skeletal muscle energy metabolism by 31P MRS in COVID19 and Multiple Sclerosis patients: technical and clinical insights
Antoine Naëgel1,2, Jabrane Karkouri1,2,3, Hélène Ratiney1, Djahid Kennouche1,4, Nicolas Royer1,4, Guillaume Millet1,4, Jill Slide5, Jérôme Morel6, Pierre Croisille1, and Magalie Viallon1

1Université de Lyon, INSA-Lyon, Université Claude Bernard Lyon 1, UJM-Saint Etienne, CNRS, Inserm, CREATIS UMR 5220, U1206, Lyon, France, 2Siemens Healthineers, Saint-Denis, France, 3Wolfson Brain Imaging Center, University of Cambridge, Cambridge, United Kingdom, 4LIBM - Laboratoire Interuniversitaire de Biologie de la Motricité,Université Jean Monnet Saint Etienne, Université Claude Bernard Lyon 1, Université Savoie Mont Blanc, Saint-Etienne, France, 5Department of Radiology, Michigan State University, East Lansing, MI, United States, 6anaesthetics and intensive care department, UJM-Saint-Etienne, Centre Hospitalier Universitaire de Saint-Étienne, Saint-Etienne, France

Dynamic 31P MRS was performed during a standardized exercise of the lower leg, in patients with chronic fatigue enrolled in 2 clinical studies: multiple sclerosis patients and COVID19 patients that were hospitalized in intensive care unit and requiring respiratory assistance. In this work, we also revisit certain assumptions on the metabolite T1 and question shortcuts often made to shorten 31P protocol for a better patient’s compliance.


1022
Computer 29
A Diffusion Tensor Imaging approach to investigate the effects of exercise on quadricep muscle fiber lengths
Reese A. Dunne1,2, Garry E. Gold2, and Valentina Mazzoli2

1Department of Mechanical Engineering, Mississippi State University, Mississippi State, MS, United States, 2Department of Radiology, Stanford University, Stanford, CA, United States

There is currently no established method to monitor muscle architecture throughout exercise intervention. This work investigates the value of DTI and fiber tractography to detect changes in fiber length in the quadriceps caused by resistance training. Five human subjects participated in a three-month training regimen, and DTI scans of their quadriceps were acquired. Through DTI tractography, fiber lengths were measured and compared between quadricep muscle components. There were no statistically significant changes in fiber length after three months of exercise, showing further optimization is needed to utilize DTI tractography for monitoring fiber length changes due to exercise.

1023
Computer 30
Comparative Study on MR Imaging Quality of Anterior Talofibular Ligament based on Carotid Plaque Special Surface Coil
Yunjie Liao1 and Chen Thomas Zhao2

1Department of Radiology, the Third Xiangya Hospital, Central South University, Changsha, China, 2Philips Healthcare, Guangzhou, China

Ankle sprain is a common athletic injury. Most patients with acute ankle sprain could not be treated properly, without precise diagnosis. Conventional Magnetic Resonance Imaging (MRI) sequences, like T1WI and T2WI, could not provide diagnostic proof as accurately as possible. Proton density weighted imaging (PDWI) collaborating with fat saturation (FS) could be a better alternative to detect the lesions. A comparative study was established, to investigate the performance of 4 sequences, with 8-channel carotid special surface coil. The results showed that PDWI-FS may be the best choice on diagnosis of ankle injuries among 4 sequences

1024
Computer 31
31P-MRS reveals oxidative capacities of red and white fibers in human muscle differ 7-fold in vivo
Jeroen A Jeneson1,2, Laura E Habets1, Melissa T Hooijmans2, Sandra M van den Berg2, Bart Bartels1, W Ludo van der Pol3, and Aart J Nederveen2

1Child Health, University Medical Center Utrecht, Utrecht, Netherlands, 2Radiology and Nuclear Medicine, Amsterdam University Medical Center|location AMC, Amsterdam, Netherlands, 3Neurology and Neurosurgery, University Medical Center Utrecht, Utrecht, Netherlands

31P MRS has been used to non-invasively diagnose muscular mitochondrial dysfunction in disease. However, shifts in muscle fiber type composition due to muscle disuse are potential confounders since mitochondrial and capillary densities differ between fiber types. We obtained new quantitative information on this subject matter on basis of dynamic in vivo 31P MRS recordings from upper arm muscle of fourteen healthy subjects performing a maximal arm-cycling test. Analysis of the post-exercise time course of Pi in red and white myofiber pools distinguished by myoplasmic pH revealed a sevenfold difference in oxidative capacity between these fiber types in vivo.

1025
Computer 32
Assessment of skeletal muscle extracellular volume fraction in Becker Muscular Dystrophy using MR fingerprinting with water and fat separation
Benjamin Marty1,2, Pierre-Yves Baudin1,2, Yves Fromes1,2, Karim Wahbi3, and Harmen Reyngoudt1,2

1NMR Laboratory, Institute of Myology, Neuromuscular Investigation Center, Paris, France, 2NMR Laboratory, CEA, DRF, IBFJ, MIRCen, Paris, France, 3Reference Center for Muscle Diseases Paris-Est, Institute of Myology, Paris, France

Becker muscular dystrophy (BMD) is a genetic neuromuscular disorder leading to muscle weakness and degeneration. Quantitative MRI has been widely proposed to characterize skeletal muscle tissue structure of BMD and revealed increased intramuscular fat fraction associated with functional decline. In this study, we measured the extracellular volume fraction (ECV) of skeletal muscle tissues using MR fingerprinting with water and fat separation. We evaluated this variable as an early imaging biomarker of skeletal muscle tissue alterations. Compared to healthy controls, we showed that the muscles of BMD subjects present elevated ECV before fatty replacement occurs.

1026
Computer 33
Bi-component dictionary for efficient quantification of fat fraction and water T1 via MR Fingerprinting
Constantin Slioussarenko1,2, Pierre-Yves Baudin1,2, Harmen Reyngoudt1,2, and Benjamin Marty1,2

1NMR Laboratory, Institute of Myology, Neuromuscular Investigation Center, Paris, France, 2NMR Laboratory, CEA, DRF, IBFJ, MIRCen, Paris, France

In the field of neuromuscular disorders (NMD), fat fraction (FF) is an established biomarker of disease severity and water T1 (T1H2O) has been shown to be a potential biomarker of disease activity. Those can be efficiently estimated through Magnetic Resonance Fingerprinting. However for muscle studies water-fat separation and FF quantification increase drastically the size of the dictionary and pattern matching time. We  introduce here a bicomponent dictionary where water and fat signals are stored separately. This approach allows improving MRF performance  and increasing the accuracy of FF quantification.

1027
Computer 34
Spontaneous motor unit activity in a healthy ageing population measured using motor unit MRI (MUMRI)
Matthew George Birkbeck1,2,3, Linda Heskamp1, Julie Hall1,4, Ian Schofield1, Avan Sayer1,3, Richard Dodds1,3, Roger Whittaker1,5, and Andrew Blamire1

1Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom, 2Northern Medical Physics and Clinical Engineering, Newcastle upon Tyne NHS FT, Newcastle upon Tyne, United Kingdom, 3NIHR Newcastle Biomedical Research Centre, Newcastle University, Newcastle upon Tyne, United Kingdom, 4Department of Neuroradiology, Newcastle Upon Tyne NHS FT, Newcastle upon Tyne, United Kingdom, 5Department of Neurophysiology, Newcastle upon Tyne NHS FT, Newcastle upon Tyne, United Kingdom

Sarcopenia is commonly associated with ageing, whereby individuals lose muscle mass and strength. One potential contributor to sarcopenia is the degeneration of motor units (MU), defined as a single motor neuron and the muscle fibres it innervates. We used motor unit MRI (MUMRI) to investigate changes to spontaneous MU activity and morphology in a cohort of healthy ageing adults. We found that MU activity and morphology did not appear to change with healthy ageing. We next aim to apply the MUMRI technique in patients with sarcopenia to look for evidence of accelerated MU loss compared to these healthy controls. 

1028
Computer 35
Capability of Diffusion-Weighted Stimulated-Echo Imaging to Visualize Spontaneous Muscular Activities in Resting Musculature
Martin Schwartz1,2, Petros Martirosian1, Guenter Steidle1, Thorsten Feiweier3, Bin Yang2, and Fritz Schick1

1Section on Experimental Radiology, University Hospital of Tuebingen, Tuebingen, Germany, 2Institute of Signal Processing and System Theory, University of Stuttgart, Stuttgart, Germany, 3Siemens Healthcare GmbH, Erlangen, Germany

Visualization of spontaneous mechanical activities in resting musculature using diffusion-weighted stimulated-echo imaging is highly depending on the sequence parameter settings as well as on the physiological parameters of the muscular contraction. Therefore, a concept for estimation of the visualization probability by using two contraction models is given in this work. Furthermore, the proposed concept is validated using diffusion-weighted measurements with varying diffusion-sensitizing times. The determined visualization probability is in good accordance to the relative number of visible spontaneous mechanical activities in the resting lower leg musculature.

1029
Computer 36
Multi-modal MR in the upper arm muscles of patients with Spinal Muscular Atrophy
Melissa Tamara Hooijmans1, Laura E. Habets2, Sandra A.M. van den Berg-Faay1, Martijn Froeling3, Gustav J. Strijkers4, Fay-lynn Asselman5, Aart J. Nederveen1, Jeroen A.L Jeneson2, Bart Bartels2, and W. Ludo van der Pol5

1Department of Radiology and Nuclear Medicine, Amsterdam Movement Sciences, Amsterdam University Medical Center, Amsterdam, Netherlands, 2Center for Child Development, Exercise and Physical Literacy, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht, Netherlands, 3Department of Radiology, University Medical Center Utrecht, Utrecht, Netherlands, 4Department of Biomedical Engineering & Physics, Amsterdam Movement Sciences, Amsterdam University Medical Center, Amsterdam, Netherlands, 5Department of Neurology and Neurosurgery, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht, Netherlands

With upcoming therapeutic developments, quantitative MR is increasingly used to assess disease state and progression in neuromuscular disorders, including SMA. Yet, little is known about the disease state in the arm muscles in SMA. A multi-modal MR approach was used to examine fat fraction (FF), T2-relaxation time and diffusion properties, in the arm muscles of SMA patients and controls. Our results showed higher FF in the arm muscles of SMA patients which were negatively associated with the level of muscle strength. No clear changes were observed for qT2 while diffusion indices showed potential for mapping changes in muscle tissue itself. 

1030
Computer 37
Assessing Semi-Automatic processing of Muscle Mass and Fat Fractions from mDIXON whole body MRI
Rosemary Nicholas1, Paul Greenhaff1, and Susan Francis1

1UNIVERSITY OF NOTTINGHAM, Nottingham, United Kingdom

Muscle volume and fat fraction can be quantified from mDIXON scans either manually or using automated processes.  Here we compare manual volumes of thigh and calf muscle ROIs with an automated pipeline created using FSL’s FAST segmentation, to compare muscle volume and fat fraction across subject groups and with their DXA values. Automatic volume segmentations correlated highly with manually drawn measures (r=.975) as well as DXA (r=0.840).  Group comparisons show COPD and post-COVID patients had significantly lower muscle mass and higher fat fraction. Automatic segmentation performs well compared to manually derived volumes and is more time efficient.

1031
Computer 38
Paraspinal muscles in low back pain: Comparison between standard parameters and chemical shift encoding-based water-fat MRI
Nico Sollmann1,2,3, Noah B. Bonnheim4, Gabby B. Joseph1, Ravi Chachad1, Jiamin Zhou1, Jeannie F. Bailey4, Xiaojie Guo4, Ann A. Lazar5, Thomas M. Link1, Aaron J. Fields4, and Roland Krug1

1Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, United States, 2Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany, 3Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, Munich, Germany, 4Department of Orthopaedic Surgery, University of California San Francisco, San Francisco, CA, United States, 5Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, United States

Low back pain (LBP) is a global health burden, and up to 90% of affected patients are diagnosed with non-specific LBP. A structure increasingly recognized as a potential contributor to LBP is paraspinal musculature (PSM). In this study we revealed that the fat fraction (FF) of PSM derived from chemical shift encoding-based water-fat MRI (CSE-MRI) is associated with the Goutallier classification (GC) at each lumbar level as well as with self-reported pain. In contrast, other parameters (muscle volume, lumbar indentation value [LIV], muscle-fat index [MFI]) do not significantly correlate to the FF, despite being frequently used to evaluate PSM quality. 


Muscle II

Exhibition Hall:S8 & S9
Monday 15:45 - 16:45
Musculoskeletal
Module : Module 27: MSK II

1130
Computer 35
Relationships Between Muscle Function, Muscle Fat, and Architecture Measured by MRI in Vivo
Joseph A. Gordon III1, Nicholas M. Remillard1, Luke R. Arieta1, Rajakumar M. Nagarajan1,2, Bruce M. Damon3,4, and Jane A. Kent1,2

1Kinesiology, University of Massachusetts Amherst, Amherst, MA, United States, 2Institute for Applied Life Sciences, University of Massachusetts Amherst, Amherst, MA, United States, 3Carle Clinical Imaging Research Program, Carle Health, Urbana, IL, United States, 4Stephens Family Clinical Research Institute, Carle Health, Urbana, IL, United States

The purpose of this work was to investigate the associations between skeletal muscle function and markers of fat content, diffusivity, and architecture. Combining MR techniques that measure muscle structure in vivo with muscle strength measures can elucidate mechanisms other than muscle size that may contribute to functional impairments. This study identified variables (e.g., fascicle length, muscle curvature, pennation angle, fat fraction) that are worthy of investigation in conjunction with functional parameters in future research, and highlighted assessment of muscle function across various contraction types and velocities.

1131
Computer 36
Signal-to-noise requirements for accurate and precise perfusion parameter estimation with pulsed arterial spin labeling MRI in skeletal muscle
Donnie Cameron1,2, Thom T.J. Veeger1, Esther J. Schrama3, Celine Baligand4, Lydiane Hirschler1, Matthias J.P. van Osch1, and Hermien E. Kan1

1C.J. Gorter Center for High Field MRI, Department of Radiology, Leiden University Medical Center, Leiden, Netherlands, 2Norwich Medical School, University of East Anglia, Norwich, United Kingdom, 3Department of Neurology, Leiden University Medical Center, Leiden, Netherlands, 4Université Paris-Saclay, CEA, CNRS, MIRCen, Laboratoire des Maladies Neurodégénératives, Fontenay-aux-Roses, France

To develop perfusion applications in neuromuscular diseases, we examined the SNR and noise sensitivity of pulsed ASL for estimating microvascular reactivity and perfusion in skeletal muscle. We determined muscle blood flow and arterial transit time in volunteers after exercise and used these to inform simulations to establish the minimum ASL SNR required for accurate and precise perfusion parameter estimation. We observed a peak SNR of 10 in the tibialis anterior muscle. Simulations indicated that SNR>6 is sufficient for accurate parameter estimation, while SNR>12 is preferred for good precision. These findings will inform future exercise ASL protocol development in patient cohorts.  

1132
Computer 37
Evaluating Structural and Functional Lower-limb Asymmetries through MRI and Wearable Sensors
Andrew M Schmidt1, Elka Rubin1, Michael Ko1, Lauren E Watkins2, Marco Barbieri1, Laurel Hales3, Garry Gold1,2, Scott Delp2,4,5, Feliks Kogan1, Valentina Mazzoli1, and Akshay S Chaudhari1,6

1Radiology, Stanford University, Stanford, CA, United States, 2Bioengineering, Stanford University, Stanford, CA, United States, 3Electrical Engineering, Stanford University, Stanford, CA, United States, 4Mechanical Engineering, Stanford University, Stanford, CA, United States, 5Orthopaedic Surgery, Stanford University, Stanford, CA, United States, 6Biomedical Data Science, Stanford University, Stanford, CA, United States

Current evaluation methods of rehabilitation following acute musculoskeletal injuries are largely qualitative. MRI and biomechanics tools can provide sensitive, quantitative measures of knee joint and lower extremity muscle changes, but the relationship between MRI and gait markers is not well characterized. We combined an MRI protocol with wearable sensors in healthy participants to characterize the relationship between gait kinematic asymmetries and thigh muscle and cartilage morphology and composition. We show that vastus lateralis (VL) muscle microstructure assessed via Diffusion Tensor Imaging (DTI) may be sensitive to gait variations. Future work may further explore these correlations in patients with musculoskeletal injuries.

1133
Computer 38
Fast scan downfield MRS for NAD+ quantification in human skeletal muscle in vivo at 7 T
Ravi Prakash Reddy Nanga1, Mark Elliott2, Neil Wilson2, Sophia Swago3, Walter Witschey2, and Ravinder Reddy2

1Perelman School of Medicine at The University of Pennsylvania, Philadelphia, PA, United States, 2Radiology, Center for Advance Metabolic Imaging in Precision Medicine, Perelman School of Medicine at The University of Pennsylvania, Philadelphia, PA, United States, 3Bioengineering, University of Pennsylvania, Philadelphia, PA, United States

1H downfield MRS is an emerging technique for quantification of in vivo NAD+ concentrations in human tissue. Though NAD+ can be detected in the skeletal muscle downfield spectrum (>4.7 ppm) despite its low concentration (<1 mM), quantification of [NAD+] in muscle disorders is further challenged by depleted NADand long scan times. To address this challenge, we developed and optimized a downfield MRS technique for rapid measurement of NAD+ targeting calf skeletal muscle in a large voxel approach. This optimized technique has allowed us rapid measurement of NAD+ and shortened scan time considerably compared to previously published MRS techniques.

1134
Computer 39
Creatine chemical exchange saturation transfer (CrCEST) MRI reproducibility in healthy adults at 3T
Zane Coleman1, Ayaz Khan1, Shubo Wang1, Pat Hanby1, Donald Wallace1, Zoltan Patay1, and Puneet Bagga1

1Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN, United States

CrCEST MRI indirectly measures creatine as it exchanges amine (-NH2) protons with free water in the skeletal muscle. When performed on the calf after plantar flexion exercise, creatine recovery data can be obtained in all four major calf muscles. While 2D CrCEST has been performed in adults before, no studies showing its reproducibility have been published. Here, we show that the essential muscles in plantar flexion movement, gastrocnemius muscles, in the calf are candidates for reproducible CrCEST data.

1135
Computer 40
Differentiating Skeletal Muscle Fiber Composition Using a Bi-Fractal Model of Resting-State Muscle BOLD
Joshua Ethan McGillivray1,2, Dinesh Kumbhare1,2,3, and Michael D Noseworthy1,2,4,5

1School of Biomedical Engineering, McMaster University, Hamilton, ON, Canada, 2Imaging Research Centre, St. Joseph's Healthcare, Hamilton, ON, Canada, 3Department of Medicine and Biomedical Engineering, University of Toronto, Toronto, ON, Canada, 4Electrical and Computer Engineering, McMaster University, Hamilton, ON, Canada, 5Department of Radiology, McMaster University, Hamilton, ON, Canada

Lower leg resting-state BOLD images (n=8 males, 4 endurance, 4 power athletes), were acquired after 30min of rest, allowing for blood-flow normalization. BOLD images were motion corrected and the gastrocnemius and soleus manually segmented using an anatomical reference for their differing twitch fibre profiles. Voxel-wise BOLD mono- and bi-fractal dimension were computed using the scaled windowed variance approach, with linear detrending, removing scanner induced low-frequency variations. The bi-fractal dimension was significantly different between endurance and power groups in both muscles. Specific bi-fractal components more readily distinguished soleus and gastrocnemius for the endurance (I) and power (II) group, when at rest.


1136
Computer 41
Deep Learning and Fat Fraction Based Analysis of Calf MRI in Diabetic Patients Following Exercise Intervention
Jill T Shah1, Tanay T Shah2, Haresh R Rajamohan3,4, Katherine Medina3,5, Smita Rao6, Cem Deniz3,5, and Ryan Brown3,5

1NYU Grossman School of Medicine, New York University, New York, NY, United States, 2College of Arts and Sciences, New York University, New York, NY, United States, 3Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, NY, United States, 4Center for Data Science, New York University, New York, NY, United States, 5Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, NY, United States, 6Department of Physical Therapy, New York University, New York, NY, United States

Diabetic peripheral neuropathy (DPN) is characterized by increased adiposity implicated in metabolic dysfunction. Proton-based Dixon MRI is an appropriate means to quantify adiposity, but analysis requires time-consuming manual image segmentation. To address this problem, we developed an automated segmentation algorithm based on convolutional neural networks that provided high dice similarity coefficient scores (>0.88) on multiple regions of interest (ROI) within the calf. We utilized the networks to analyze fat fraction trends in individuals with DPN following a 10-week supervised exercise program. We measured decreased adiposity in the combined calf interstitial and muscle space (P<0.1) but not in individual muscle ROIs.


1137
Computer 42
Effect of Resistance Training on Lower-Extremity Gait Kinematics and Muscle Morphology
Michael Ko1, Andrew Schmidt1, Elka Rubin1, Lauren Watkins2, Marco Barbieri1, Laurel Hales3, Anthony Gatti1, Garry Gold1,2, Feliks Kogan1, Scott Delp2,4,5, Valentina Mazzoli1, and Akshay Chaudhari1,6

1Radiology, Stanford University, Stanford, CA, United States, 2Bioengineering, Stanford University, Stanford, CA, United States, 3Electrical Engineering, Stanford University, Stanford, CA, United States, 4Mechanical Engineering, Stanford University, Stanford, CA, United States, 5Orthopaedic Surgery, Stanford University, Stanford, CA, United States, 6Biomedical Data Science, Stanford University, Stanford, CA, United States

Gait retraining has been studied as an intervention to improve osteoarthritis symptoms but has a variety of limitations. An alternative approach may be muscle strengthening interventions that have known impacts on gait changes. However, limited studies have examined the quantitative relationships between muscle strengthening and gait. Here, we combine a rapid MRI protocol with wearable sensors to determine that a 12-week exercise intervention induced significant changes in both quadricep muscle morphology and gait kinematics. Morphological changes in different muscles were related to different kinematic changes, which may inform future strengthening interventions that aim to achieve specific changes in gait kinematics.

1138
Computer 43
Muscle stiffness quantified by multifrequency MR elastography in patients with Achilles tendinopathy
Mahsa Salimi Majd1, Markus Lerchbaumer1, Suchung Kim1, Tilman Hees1, Yang Yang1, Steffen Görner1, Thomas Fischer1, Ingolf Sack1, and Jing Guo1

1Charité - Universitätsmedizin Berlin, Berlin, Germany

Achilles tendinopathy is a common injury among athletes. It has been reported that the calf muscles are involved and affected by Achilles tendinopathy. In this study, tomoelastography, a multifrequency MR-elastography (MRE) technique, was applied to patients with Achilles tendinopathy for the characterization of the biomechanical properties of gastrocnemius muscle. Preliminary findings showed the stiffness of gastrocnemius muscle increased significantly as a result of tendinopathy.

1139
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Skeletal muscle energetics and function in sickle cell disease murine model: a synergetic effect of hydroxyurea and endurance training?
Constance P Michel1, Laurent A Messonnier2, Benoit Giannesini1, and David Bendahan1

1Aix-Marseille Univ, CNRS, CRMBM, Marseille, France, 2Laboratoire Interuniversitaire de Biologie de la Motricité, Chambéry, France

 In sickle cell disease (SCD), hydroxyurea can increase foetal haemoglobin production and restore oxygen-carrying capacity of patients. As endurance training is also known to improve muscle aerobic capacity, one can wonder whether hydroxyurea and endurance training can have a synergetic effect. Townes mice (model of SCD) have been trained with and without hydroxyurea for 8 weeks. Muscle energetics and function were assessed in response to a rest-stimulation-recovery protocol before and after interventions. While training increased force production, mitochondrial function was improved when training was combined to hydroxyurea supplementation. In SCD, this combination would have a synergetic effect in muscle energetics.

1140
Computer 45
Impact of diffusion tractography tracking parameters and smoothing polynomial order on muscle fiber measurements
Carly Anne Lockard1,2, Melissa T Hooijmans3, Xingyu Zhou2,4, and Bruce M Damon1,2

1Stephens Family Clinical Research Institute, Carle Health, Urbana, IL, United States, 2Carle Clinical Imaging Research Program, Carle Health, Urbana, IL, United States, 3Department of Radiology and Nuclear Medicine, Amsterdam Movement Sciences, Amsterdam University Medical Center, Amsterdam, Netherlands, 4Biomedical Engineering, Vanderbilt University, Nashville, TN, United States

Diffusion-tensor MRI tractography has been applied to characterize muscle diffusion properties and architecture. Tract propagation is performed using various propagation algorithms, settings, and step sizes. Smoothing, such as by polynomial fitting, has been shown to reduce tract path errors due to noise. Optimal settings for tracking algorithm, parameters, and order of subsequent smoothing polynomials have not been established. This work examines the effect of tracking algorithm settings, step size, and polynomial order on muscle architecture and diffusion estimates and polynomial fit residuals behavior. Results emphasize the high sensitivity of curvature estimates to smoothing polynomial order.

1141
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Investigation into Graph Signal Processing Applications to Muscle BOLD
Thaejaesh Sooriyakumaran1, Joshua McGillivray1, and Michael D Noseworthy1

1School of Biomedical Engineering, McMaster University, Hamilton, ON, Canada

This investigation looks to use graph signal processing to generate a functional graph over the anatomical leg and assess the extracted functional information and its viability in modeling underlying physiological factors. The generated graph is constructed on the edge dimensions of node to node coherences and fractal dimension differences. The resultant graph structure is then analyzed to observe if extracted functional data shows alignment with underlying structures via a generalized linear mixed-effect mode


Joints

Exhibition Hall:S8 & S9
Tuesday 9:15 - 10:15
Musculoskeletal
Module : Module 12: MSK I

1403
Computer 27
The value of Modulated Flip Angle in Refocused Imaging with Extended Echo Trains with Compressed Sensing (MATRIX) in Knee MRI Imaging
He Sui1, Yu Gong2, Yunfei Zhang3, Yongming Dai3, and Zhanhao Mo1

1China-Japan Union Hospital of Jilin University, Changchun, China, 2Linyi People’s Hospital, Linyi, China, 3Central Research Institute, United Imaging Healthcare, Shanghai, China

Three-Dimensional (3D) sequence of magnetic resonance imaging (MRI) plays a critical role in musculoskeletal joints imaging; however, its long acquisition time limits the clinical application. In such condition, Compressed sensing (CS) is introduced to accelerate MRI during clinical practice. We aimed to investigate the feasibility of an isotropic 3D variable-flip-angle fast spin echo (FSE) sequence with CS technique (CS-MATRIX) compared to conventional 2D sequences on knee imaging. 

1404
Computer 28
Joint effusion contrast differences in 2D fat-saturated T2-weighted pulse sequences in 3T and 7T MRI
Sina Tafti1,2, Bruce Damon3, and Dean Hoffmeister4

1Siemens Medical Solutions USA, Inc., Urbana, IL, United States, 2Beckman Institute, University of Illinois at Urbana-Champaign, Urbana, IL, United States, 3Stevens Family Clinical Research Institute, Carle Health, Urbana, IL, United States, 4Radiology, Carle Health, Urbana, IL, United States

7T MRI provides excellent resolution of the structures in the knee. Fat-saturated T2-weighted imaging at 7T has been used clinically for assessing knee joint effusion, but may provide different contrast than 3T MRI in cases of acute injury involving suspected blood products in the fluid. Here, we show three cases in which joint effusion due to acute injury had dark contrast in T2-weighted images acquired at 7T. For one case, T2-weighted 3T MRI was acquired in which the effusion appeared bright. These differences illustrate the potential for high field MRI to elucidate pathological components not observable at lower field strength. 

1405
Computer 29
Comparison of MAPSS- vs UTE-based T1rho Sequences in the Knee
Michael Carl1, Dina Moazamian2, Alecio F. Lombardi2, Amir Masoud Afsahi2, Yajun Ma2, and Jiang Du2

1GE Healthcare, San Diego, CA, United States, 2UCSD, San Diego, CA, United States

We compared two different T1rho sequence approaches and assessed their performance for quantitative musculoskeletal imaging. We found that using either a MAPSS or UTE acquisition after T1rho preparation resulted in similar T1rho decay values for tissues of moderate to long T2s (e.g., cartilage or meniscus). The UTE acquisition sequence, however, was also readily able to obtain T1rho decay values for tissues with short T2s (e.g., tendons), thereby facilitating whole knee assessment.

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Three-Dimensional real-time dynamic knee MRI using 3D cones with a multiscale low-rank reconstruction
Laurel Hales1, Chris Sandino1, Valentina Mazzoli2, and Feliks Kogan2

1Electrical Engineering, Stanford University, Stanford, CA, United States, 2Radiology, Stanford University, Stanford, CA, United States

3D real-time imaging of joints in motion can help us gain valuable insight into joint disorders. The combination of 3D golden-ratio re-ordered cones and multiscale low-rank reconstruction allow for continuous acquisition and high accelerations making 3D real time dynamic imaging of knees possible. We demonstrated the feasibility of this approach to capture patellar motion caused by a quadriceps flexion in 16 slices and with a temporal resolution of ~500ms. Although the resulting images are blurred, this method shows promise.

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Intravoxel Incoherent Motion (IVIM) to study synovitis in Osteoarthritis: a feasibility study
Valentina Mazzoli1 and Feliks Kogan1

1Radiology, Stanford University, Stanford, CA, United States

Synovial inflammation (synovitis) is present in the majority of people with Osteoarthritis(OA) and has been linked with pain, disease severity and progression of knee OA. However, synovitis is not widely studied due to challenges differentiating synovial inflammation from adjacent fluid on conventional MRI and contraindications and time, cost and complexity of gadolinium-based contrast-enhanced methods. In this work, we evaluate the feasibility of the intravoxel incoherent motion(IVIM) imaging model for characterization of synovitis activity. By characterizing the diffusion from synovial fluid effusions, we showed that the intravoxel signal from effusions can be removed allowing isolation of diffusion effects from the synovium.

1408
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Simultaneous morphologic and quantitative imaging of the knee joint using pseudo-3D MIXTURE sequences: from deliberation to implementation
Teresa Nolte1, Shuo Zhang2, Nicola Pridöhl1, Malin Ciba1, Masami Yoneyama3, Christiane Kuhl1, and Sven Nebelung4

1Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany, 2Philips GmbH Market DACH, Hamburg, Germany, 3Philips Japan, Tokyo, Japan, 4Clinic for Diagnostic and Interventional Radiology, Uniklinik RWTH Aachen University, Aachen, Germany

This work aimed to propose a clinical sequence platform for simultaneous morphologic and quantitative imaging of joints and identified TSE-based MIXTURE (Multi-Interleaved X-prepared Turbo-Spin Echo with Intuitive Relaxometry) sequences in terms of PDFS-T2 and T1-TFS combinations for clinical implementation. Even though capable of isotropic resolution, MIXTURE sequences were acquired as pseudo-3D (thicker slices, higher in-plane resolution) to match standard-clinical 2D TSE sequences. After identification of clinical demands, MIXTURE sequences were systematically optimized, while maintaining clinically feasible acquisition times of 5:00 min (PDFS-T2 for T2-mapping) and 6:40 min (T1-TFS  for T-mapping), and evaluated in a cadaveric human knee cartilage defect model.  

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Zero Echo Time (ZTE) MRI-Based 3D Collision Modeling of Femoroacetabular Impingement
Ryan E Breighner1, Emily Davidson1, and Hollis G Potter1

1Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States

To simultaneously improve assessment of patholomorphologies of the hip and reduce the reliance on CT imaging, this study sought to utilize Zero Echo Time (ZTE) MRI to create patient-specific 3D models of the hip and perform in silico kinematic collision simulations to quantify hip range of motion in a cohort of patients with radiologic signs of FAI and hip dysplasia. Range of motion assessments indicate that patients' simulated ranges of motion comport with their radiologically diagnosed conditions. 

1410
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Data-driven characterization of knee structures using non-negative matrix factorization of quantitative UTE Spiral VIBE MRI
Céline Smekens1, Pieter Van Dyck2, Thomas Janssens3, Jan Sijbers1, and Ben Jeurissen1

1imec-Vision Lab, Department of Physics, University of Antwerp, Wilrijk, Belgium, 2Department of Radiology, Antwerp University Hospital and University of Antwerp, Edegem, Belgium, 3Siemens Healthcare NV/SA, Beersel, Belgium

Model-driven methods for knee structure characterization, such as bi-exponential T2* mapping, may result in unreliable parameter estimation. In contrast, data-driven approaches, such as non-negative matrix factorization (NMF), allow to robustly identify multiple compartments. In this work, convexity-constrained NMF was used to decompose quantitative UTE MRI of three asymptomatic and one degenerative knees for structural characterization. Decomposition in four compartments led to minimal residual errors and low inter-subject differences in normalized mean compartment weights. Shifts in compartment weight distributions correlated to structural abnormalities, suggesting that the proposed approach may aid in the detection, grading and monitoring of internal knee derangements.

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Quantitative UTE Double Echo Steady State (qUTE-DESS) for Simultaneous Mapping of T1, T2, and Diffusivity of Short T2 Tissues – Ex Vivo Study
Hyungseok Jang1, Yajun Ma1, Amir Masoud-Afsahi1, Saeed Jerban1, Alecio F Lombardi1, Eric Y Chang1,2, Christine B Chung1,2, and Jiang Du1

1Radiology, University of California San Diego, San Diego, CA, United States, 2Radiology Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, United States

Quantitative double echo steady state (DESS) imaging allows simultaneous estimation of T1, T2, and apparent diffusion coefficient (ADC) maps with high spatial resolution. Recently, ultrashort echo time (UTE) based DESS has been investigated targeting short T2 tissues. However, ADC mapping for tissues with short T2 values using DESS is challenging due to the two competing factors: sensitivity to diffusion that requires a long TR and sensitivity to short T2 component that requires a short TR. In this study, the feasibility of using quantitative UTE DESS (qUTE-DESS) to image connective tissues in the knee was investigated. 

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Automatic segmentation of the hip bony structures on 3D Dixon MRI datasets using transfer learning from a neural network developed for the shoulder
Eros Montin1, Cem Murat Deniz1, Tatiane Cantarelli Rodrigues2, Soterios Gyftopoulos3, Richard Kijowski3, and Riccardo Lattanzi1,4

1Center for Advanced Imaging Innovation and Research (CAI2R) Department of Radiology, New York University Grossman School of Medicine, New York, NY, United States, 2Department of Radiology, Hospital do Coração (HCOR) and Teleimagem, São Paulo, Brazil, 3Department of radiology, New York University Grossman School of Medicine, New York, NY, United States, 4Vilcek Institute of Graduate Biomedical Sciences, New York University Grossman School of Medicine,, New York, NY, United States

We describe a network for automatic segmentation of acetabulum and femur on 3D-Dixon MRI data. Given the limited number of labeled 3D hip datasets publicly available, our network was trained using transfer learning from a network previously developed for the segmentation of the shoulder bony structures. Using only 5 hip datasets for training, our network achieved segmentation dice of 0.719 and 0.92 for acetabulum and femur, respectively. More training data is needed to improve results for the acetabulum. We show that transfer learning can enable automatic segmentation of the hip bones using a limited number of labeled training data.

1413
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Feasibility of real-time MRI of the actively moving wrist at 0.55 Tesla
Yongwan Lim1, Sophia X. Cui2, Robert M. Szabo3, Robert D. Boutin4, Abhijit J. Chaudhari5, and Krishna S. Nayak1

1Ming Hsieh Department of Electrical and Computer Engineering, University of Southern California, Los Angeles, CA, United States, 2Siemens Medical Solutions USA, Inc., Los Angeles, CA, United States, 3Orthopaedic Surgery, University of California Davis, Davis, CA, United States, 4Radiology, Stanford University School of Medicine, Stanford, CA, United States, 5Radiology, University of California Davis, Davis, CA, United States

In this work we show results from a first-in-human study utilizing a high-performance 0.55T system and balanced SSFP (bSSFP) real-time MRI acquisition to assess tissues of the actively moving wrist’s uninterrupted radial-ulnar deviation and clenched fist maneuvers. We show that at 0.55T, bSSFP is less sensitive to off-resonance and banding artifacts that frequently obscure critical wrist structures. We show that the high temporal resolution of 25 ms per frame at high-performance 0.55T enables improved characterization of wrist joint motion. These benefits could make it a promising technology to evaluate dynamic wrist instability.

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Super Resolution Segmentation of the Scapula from Clinical MRI
Francesco Caliva1, Victoria Wong1, Favian Su1, Drew Lansdown1, and Valentina Pedoia1

1University of California San Francisco, San Francisco, CA, United States

We propose a deep learning approach to simultaneous super resolution and segmentation. We experiment our framework on the challenging task of generating 3D high-resolution axial shoulder MRI from 2D clinical MRI sequences, and demonstrate the ability to produce precise 3D scapula bone models. With an extensive experimental study, we show that with super-resolution, it is possible to produce high resolution bone models, which are invaluable for surgeons in the pre-operative planning of patients with various shoulder conditions. This method has the potential to reduce patients' need for undergoing CT scans, hence preventing exposure to radiation.


Meniscus, Ligament & Joint

Exhibition Hall:S8 & S9
Tuesday 10:15 - 11:15
Musculoskeletal
Module : Module 12: MSK I

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Changes in ACL T2* metrics from pre- to post-ovulatory phases of the menstrual cycle: A new biomarker for ACL-injury risk in females?
Erin C Argentieri1, Ryan E Breighner1, Matthew F Koff1, and Hollis G Potter1

1Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States

ACL T2* metrics were evaluated over the course of the menstrual cycle. During the pre-ovulatory phase, normally ovulating case subjects exhibited significantly shortened mean and median T2*S metrics compared to the post-ovulatory phase. Anovulatory control subjects displayed no significant changes in any ACL T2* metrics over time. Findings suggest that an increase in collagen bound water (T2*S) is present within the ACL during the pre-ovulatory phase, when both ACL-injury risk and anterior knee laxity are also increased.


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Bi-Component Cartilage T2 Analysis in Subjects With Anterior Cruciate Ligament Reconstruction
Richard Kijowski1, Robert Moskwa2, and Fang Liu3

1Radiology, New York University School of Medicine, New York, NY, United States, 2Medical Physics, University of Wisconsin, Madison, WI, United States, 3Radiology, Massachusetts General Hospital, Boston, MA, United States

mcDESPOT was used to measure single-component T2 relaxation time (T2Single) and the bi-component T2 parameter fraction of the fast relaxing macromolecular bound water component (FF) of the cartilage of the knee at 3.0T in 10 subjects with ACL reconstruction and 10 control subjects.  There were significant differences (p<0.05) between ACL reconstruction and control subjects on 5 of 6 articular surfaces of the knee for FF compared with 2 of 6 surfaces for  T2Single with FF having higher absolute effect size than T2Single for all surfaces.  The results demonstrate the superiority of bi-component over single-component T2 analysis for detecting cartilage degeneration.

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Longitudinal comparison of medial and lateral meniscal T2* values within elite basketball players and swimmers
Erin C Argentieri1, Garry Gold2, Sharmila Majumdar3, Hollis G Potter1, and Matthew F Koff1

1Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States, 2Stanford University, Stanford, CA, United States, 3University of California, San Francisco, San Francisco, CA, United States

Basketball players represent a population with an inherently high risk of sustaining meniscal injuries. Evaluation of quantitative MRI (qMRI) metrics of the meniscus within these athletes may improve clinical insight. To date, no studies have longitudinally evaluated meniscal T2* values in high performance athletes. Therefore, the purpose of this study was to utilize ultra-short TE (UTE) MRI to longitudinally evaluate medial and lateral meniscal T2* values within elite weight-bearing (basketball) and non-weight bearing (swimmers) athletes. Significant differences of T2* values were found between the medial and lateral menisci. No significant difference of meniscal T2* values were found between basketball players and swimmers.

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Meniscal deformation MRI study using knee joint axial loading device and finite-element-model
Sandeep Panwar Jogi1, Rafeek Thaha1, Sriram Rajan2, Vidur Mahajan2, Vasantha Kumar Venugopal2, Amit Mehndiratta1,3, and Anup Singh1,3

1Center for Biomedical Engineering, Indian Institute of Technology, Delhi, India, 2Mahajan Imaging Center, Delhi, India, 3Center for Biomedical Engineering, All India Institute of Medical Sciences, Delhi, India

The meniscal-extrusion may disturb the stability of the knee-joint, and depicts laxity in the meniscal-hoops. The degraded meniscal site usually show changes  in the MR images (T1, T2, and Proton-Density-weighted images). However, the laxity of a specific meniscal segment and its effect on adjacent segment’s deformation is unknown. The current study attempt to address this problem using MRI data (with and without loading) and a finite-element-model. Each meniscal-hoop’s (lateral and medial) lengths, thickness, and meniscus-extrusion was measured to evaluate load-bearing changes. Medial meniscus hoop’s Anterior-meniscal-length(ML), Posterior-ML, Central-ML, and meniscus-extrusion show substantial change(>5%) during load. 


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Assessment of Achilles Tendon Changes After Long-Distance Running Using Ultrashort Echo Time Magnetization Transfer MR Imaging
Yijie Fang1, Dantian Zhu1, Wenjun Yu1, Wenhao Wu1, Wei Li1, Long Qian2, Yajun Ma3, and Shaolin Li1

1The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China, 2MR Research, GE Healthcare, Beijing, China, 3University of California, San Diego, CA, United States

Long-distance running is one of the common causes of Achilles tendon injury. UTE-MT is a magic angle-insensitive MRI technique and an excellent fit for the assessment of Achilles tendon which has a highly anisotropic collagen structure.This study aims to explore the feasibility of quantitative UTE-MT imaging in the assessment of Achilles tendon changes for subjects before and after long-distance running, then compare the technique’s performance with that of UTE-T2*.

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T1 and T2* mapping of sheep forelimb aponeuroses with high-resolution ultra-short echo time (UTE) imaging
Marta B. Maggioni1, Martin Krämer1,2, Heiko Stark3, and Jürgen R. Reichenbach1,2,4,5,6

1Medical Physics Group, Institute of Diagnostic and Interventional Radiology, Jena University Hospital - Friedrich-Schiller-University, Jena, Germany, 2Institute of Diagnostic and Interventional Radiology, Jena University Hospital - Friedrich Schiller University, Jena, Germany, 3Institute of Zoology and Evolutionary Research with Phyletic Museum, Friedrich-Schiller-University, Jena, Germany, 4Michael Stifel Center for Data-driven and Simulation Science Jena, Friedrich Schiller University, Jena, Germany, 5Abbe School of Photonics, Friedrich Schiller University, Jena, Germany, 6Center of Medical Optics and Photonics, Friedrich Schiller University, Jena, Germany

Aponeuroses play a crucial role in the transmission of mechanical load in the muscle-tendon unit. Their contribution is, however, still under debate and they are difficult to image with MRI due to their short T2* decay. In this work, we use high-resolution 3D ultra-short echo time imaging with 50 echoes to investigate the T2* decay of the aponeurosis and build a three-component model to quantify the T2* values. Additionally, we quantified T1 using variable flip angle imaging. To our knowledge, this work is the first to report T1 and T2* values of the aponeurosis.


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Changes in Tibial Articular Cartilage T2 Relaxation Time with Load – An in vivo Repeatability Study
Katie Glynn Sofko1, Ibukunoluwa Elebute1, Lumeng Cui2, Natasha Bzowey1, and Emily J McWalter3

1Department of Mechanical Engineering, University of Saskatchewan, Saskatoon, SK, Canada, 2Department of Biomedical Engineering, University of Saskatchewan, Saskatoon, SK, Canada, 3Department of Mechanical and Biomedical Engineering, University of Saskatchewan, Saskatoon, SK, Canada

Tibial articular cartilage plays the important role of transmitting forces through the knee joint; however, we most often study it without any applied loads. The aim of this work was to assess the repeatability of T2 relaxation time maps in the unloaded and loaded knees of five healthy participants. Using qDESS, it is possible to obtain repeatable, in vivo T2 relaxation time maps of the entire tibial cartilage surface as well as inside and outside regions of tibiofemoral contact in both unloaded and loaded knees.

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Comparison of Two Methods for Measuring Knee Cartilage Thickness in Lower Extremities Using 7T Magnetic Resonance Imaging: A Cadaver Study
Dominik Vilimek1,2, Benedikt Hager3, Markus Schreiner4, Pavla Hanzlikova5,6, Radana Kahankova1, Veronika Janacova2, Didier Laurent7, Christoph Fuchssteiner8, Wolfgang Weninger8, Reinhard Windhager4, Pavol Szomolanyi2, Siegfried Trattnig2,3,9, and Vladimir Juras2

1Department of Cybernetics and Biomedical Engineering, VSB–Technical University of Ostrava, Ostrava, Czech Republic, 2High Field MR Centre, Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria, 3Institute for Clinical Molecular MRI in the Musculoskeletal System, Karl Landsteiner Society, Vienna, Austria, 4Department of Orthopedics and Trauma Surgery, Medical University of Vienna, Vienna, Austria, 5Department of Imaging Method, Faculty of Medicine, University of Ostrava, Ostrava, Czech Republic, 6Department of Imaging Method, University Hospital Ostrava, Ostrava, Czech Republic, 7Novartis Institutes for Biomedical Research, Translational Medicine, Basel, Switzerland, 8Center for Anatomy and Cell Biology, Division of Anatomy, Medical University of Vienna, Vienna, Austria, 9CD laboratory for Clinical Molecular MR imaging (MOLIMA), Vienna, Austria

Knee articular cartilage thickness may potentially serve as a marker for monitoring of the knee cartilage status. However, it is challenging to measure and quantify the articular cartilage thickness using in vivo MRI. In the present study, we evaluated 6 unpaired lower extremies of body donors using both a prototype segmentation software and a semi-automatic approach. Our results showed a low correlation (r = 0.45) between the two methods, indicating the challenge of determining cartilage thickness from MR images.


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Correlation of Fractional Anisotropy and Histological Measures of Muscle Architecture in Vastus Lateralus in Legs with Injured ACL
Peter Andrew Hardy1, Christopher Fry2, Anders Andersen3, Katherine Thompson4, Thorsten Feiweier5, and Brian Noehren6

1Radiology, University of Kentucky, Lexington, KY, United States, 2Athletic Training and Clinical Nutrition, University of Kentucky, Lexington, KY, United States, 3MRISC, University of Kentucky, Lexington, KY, United States, 4Statistics, University of Kentucky, Lexington, KY, United States, 5Diagnostic Imaging, Siemens Healthcare, GmbH, Erlangen, Germany, 6Physical Therapy, University of Kentucky, Lexington, KY, United States

We measured diffusion tensor properties of the vastus lateralus muscle in 30 subjects who had a torn ACL. DTI was acquired with a stimulated echo acquisition with a diffusion time of 185 ms. From biopsies of the muscle taken simultaneously we developed histological measures of muscle fiber cross sectional area and minimum Feret diameter. Linear regression analysis demonstrated strong association of the fractional anisotropy and minimum Feret diameter. 

1495
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Compressed sensing and the use of 3D UTE acquisition for high-resolution accelerated 23NA imaging at 3T
Cameron Villarreal1, Xin Shen1, Ali Calgar Ozen2, Serhat Ilbey2, Mark Chiew3, Ahmad Alhulial4, Evan Pogue5, Uzay Emir1,5, and Deva Chan1

1Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, United States, 2Department of Radiology, Medical Physics, Medical Center, University of Freiburg, Freiburg, Germany, 3Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, United Kingdom, 4College of Applied Medical Sciences, Prince Sattam bin Abdulaziz University, Al Kharj, Saudi Arabia, 5School of Health Sciences, Purdue University, West Lafayette, IN, United States

 There is a need for methods to detect early compositional changes during musculoskeletal diseases like osteoarthritis, but current diagnostic tools . Sodium (23Na) MRI enables quantification of sodium content which is correlated with cartilage health. However, several limitations preclude its widespread clinical use including long scan times and low resolution. We have developed a UTE 23Na MRI sequence with rosette acquisition capable of overcoming some of these limitations. In this study we demonstrate the feasibility of reducing our acquisition time through compressed sensing while conserving signal quality in a healthy human knee.

 


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The association of thigh muscle volume and fatty infiltration with knee joint structural damage
Amir M. Pirmoazen1, Upasana U. Bharadwaj 1, John A. Lynch2, Valentina Pedoia1, Michael C. Nevitt2, Charles E. McCulloch2, Gabby B. Joseph1, and Thomas M. Link1

1Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States, 2Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States

Knee osteoarthritis results from inflammatory, mechanical, and metabolic processes, leading to chronic degenerative changes. The purpose of this study was to investigate the cross-sectional associations between thigh muscle volume or intermuscular fat volume, and relative muscle sizes, from T1-weighted MR images of 100 thighs, and radiographic knee osteoarthritis (ROA) using Kellgren-Lawrence grades. The results showed that lower volumes of the quadriceps and the anterior muscle compartment of the thigh relative to total muscle volume, as well as relative higher hamstring muscle volume were associated with presence of ROA (P<0.05).



Bone

Exhibition Hall:S8 & S9
Tuesday 14:30 - 15:30
Musculoskeletal
Module : Module 12: MSK I

1596
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Solid-state MR based quantitative assessment of bone water and 31P differentiates between postmenopausal women with and without osteoporosis
Brandon Clinton Jones1,2, Cheng-Chieh Cheng1,3, Xia Zhao1, Hyunyeol Lee1,4, Mona Al Mukaddam5, Peter J Snyder5, Chamith S Rajapakse1, Hee Kwon Song1, and Felix W Wehrli1

1Radiology, University of Pennsylvania, Philadelphia, PA, United States, 2Bioengineering, University of Pennsylvania, Philadelphia, PA, United States, 3Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung, Taiwan, 4School of Electronics, Kyungpook National University, Daegu, Korea, Republic of, 5Department of Endocrinology, University of Pennsylvania, Philadelphia, PA, United States

Fifteen osteoporotic, treatment-naïve, and 19 non-osteoporotic postmenopausal women have been examined in an ongoing study to evaluate tibial cortical bone health via solid-state MRI. Proton dual-echo UTE and IR-prepared rapid-UTE sequences were used for quantification of pore and bound water concentrations, and a 31P PETRA-ZTE sequence for quantification of bone mineralization. Osteoporotics showed elevated pore and total water concentration, thinner cortices, decreased 31P content and degree of bone mineralization (DBM). Our preliminary results suggest that solid-state MR biomarkers of bone porosity and DBM may be useful in evaluating cortical bone health.

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2D iDQC-MRS suggests that bone marrow fatty acids are more saturated for postmenopausal osteoporosis
Jianfeng Bao1, Xiao Wang1, Yong Zhang1, and Jingliang Cheng1

1Department of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China

Postmenopausal osteoporosis (PMOP) in the female elderly population has become one of serious health problems of the rapidly aging society in China.  The aim of this work was to preliminary investigate the changes of bone marrow fatty acid composition in the presence of trabecular bone of PMOP and age-matched healthy controls (HC) using 2D intermolecular double-quantum coherence based magnetic resonance spectroscopy (iDQC-MRS). We found monounsaturated fatty acids (P < 0.001) and polyunsaturated fatty acids(p < 0.01) were significant higher lower in the PMOP group. The lower unsaturated fatty acids levels may play an important role in the pathogenesis of PMOP. 

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IVIM Detects Bone Ischemia in a Piglet Model of Legg-Calvé-Perthes Disease
Erick Odoyo Buko1,2, Sampada Bhave1, Ferenc Tóth1, and Casey P Johnson1,2

1Veterinary Clinical Sciences, University of Minnesota, St. Paul, MN, United States, 2Center for Magnetic Resonance Research, University of Minnesota, Minneapolis, MN, United States

Intravoxel incoherent motion (IVIM) is a promising method to measure both tissue diffusion and perfusion using a single multi b-value diffusion-weighted imaging (DWI) acquisition. In this work, we investigated whether IVIM is sensitive in detecting surgically-induced femoral head ischemia in a piglet model of avascular necrosis. We found that the IVIM perfusion coefficient (Df) and fraction (f) decreased in the ischemic vs. contralateral-control femoral heads. Conversely, the IVIM diffusion coefficient (Ds) increased as a result of subsequent injury to the operated femoral head. These findings suggest that IVIM may provide a non-contrast-enhanced means to assess bone ischemia and perfusion.

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Comprehensive Assessment of Osteoporosis in Lumbar Spine Using Compositional MR Imaging of Trabecular Bone
Jin Liu1, Jian-Wei Liao1, Jia-Xin Feng1, Wei Li1, Xiao-Jun Chen1, Lin Yao1, Pan-Hui Huang1, Long Qian2, Ya-Jun Ma3, and Shao-Lin Li1

1Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, China, 2MR Research, GE Healthcare, Beijing, China, 3Department of Radiology, University of California San Diego, San Diego, CA, United States

Compositional MR Imaging, which is combined of a Short TR Adiabatic Inversion Recovery prepared Ultrashort Echo Time (STAIR-UTE) and the Iterative decomposition of water and fat with echo asymmetry and least squares estimation (IDEAL-IQ) techniques, is developed to measure collagen bound water proton fraction, free water proton fraction, total water proton fraction of trabecular bone in lumbar spine. These biomarkers are highly correlated with bone mineral density, T score and Fracture Risk Assessment Tool scores, which demonstrates that the compositional MR imaging has great potential in diagnosis of patient with osteoporosis.

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Texture analysis using chemical shift imaging improves differentiation between patients with and without osteoporotic vertebral fractures
Nico Sollmann1,2,3, Edoardo A. Becherucci2, Christof Boehm4, Malek El Husseini2, Stefan Ruschke4, Egon Burian2, Jan S. Kirschke2, Thomas M. Link3, Karupppasamy Subburaj5, Dimitrios C. Karampinos4, Roland Krug3, Thomas Baum2, and Michael Dieckmeyer2

1Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany, 2Department of Diagnostic and Interventional Neuroradiology, Technical University of Munich, Munich, Germany, 3Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, United States, 4Department of Diagnostic and Interventional Radiology, Technical University of Munich, Munich, Germany, 5Engineering Product Development (EPD) Pillar, Singapore University of Technology and Design, Singapore, Singapore

Osteoporosis is characterized by increased skeletal fragility with vertebral fractures (VFs). Areal bone mineral density (BMD) from dual-energy X-ray absorptiometry (DXA) is the reference standard but has well-known limitations. Texture analysis (TA) can provide parameters of tissue microstructure using spine chemical shift encoding-based water-fat MRI (CSE-MRI) and computed tomography (CT), thus potentially improving fracture risk estimation. This study found that a model including volumetric BMD (vBMD) and several texture features (TFs) from CSE-MRI and CT predicts 81% of the variance regarding osteoporotic VF status, compared to 47% when based on vBMD and the proton density fat fraction (PDFF) only. 

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Quantitative MR of the Distal Radius Bone Marrow as a marker of Osteoporosis
Tamar K. De-Levie1,2, Yael S. Schiffenbauer1, Ido Druckmann3, Vanessa Rouach4, Naftali Stern2,4,5,6, Itzhak Binderman7, and Uri Nevo1,5

1Department of Biomedical Engineering, Tel Aviv University, Tel-Aviv, Israel, 2Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel, 3Skeletal Imaging Division, Tel Aviv-Sourasky Medical Center, Tel-Aviv, Israel, 4Institute of Endocrinology, Metabolism and Hypertension, Tel Aviv-Sourasky Medical Center, Tel-Aviv, Israel, 5The Sagol School of Neuroscience, Tel Aviv University, Tel-Aviv, Israel, 6The Sagol Center for Epigenetics, Tel Aviv-Sourasky Medical Center, Tel-Aviv, Israel, 7Department of Oral Biology, School of Dental Medicine, Tel Aviv University, Tal-Aviv, Israel

In-vivo detection of osteoporosis-related changes in the distal radius bone marrow, using MR protocols, could provide safe and accessible means for screening and monitoring. A clinical trial was performed, including 26 women assigned into three study groups: healthy premenopausal (n=7), healthy postmenopausal (n=10) and osteoporotic postmenopausal (n=9). Fat composition was evaluated using T2 maps, two-compartment model of T1 and Dixon sequence. The osteoporotic group exhibited higher fat content and lower T2 values compared to the healthy premenopausal group. This study provides proof of concept for the use of the distal radius bone marrow as probing site for osteoporosis.

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MRI Relaxation Times Change in the Metaphysis Following Ischemic Injury to the Femoral Head: An In Vivo Piglet Model Study
Erick Buko1,2, Alexandra R Armstrong1, Ferenc Tóth1, and Casey P Johnson1,2

1Veterinary Clinical Sciences, University of Minnesota, ST. Paul, MN, United States, 2Center for Magnetic Resonance Research, University of Minnesota, Minneapolis, MN, United States

Quantitative mapping of T2, T1ρ, adiabatic T1ρ, and adiabatic T2ρ relaxation times may be useful to assess ischemic injury to the femoral head. In this work, we investigated whether these relaxation times are sensitive in detecting compositional changes to the primary spongiosa (the region of the metaphysis adjacent to the growth plate) following ischemic injury to the femoral head in a piglet model. We found that T1ρ and adiabatic T2ρ decreased in the primary spongiosa following ischemic injury to the femoral epiphysis, which suggests these methods may be useful to assess femoral head growth disturbances following ischemic injury. 


Quantitative & Technical Innovations for MSK

Exhibition Hall:S8 & S9
Tuesday 15:30 - 16:30
Musculoskeletal
Module : Module 12: MSK I

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Magic Angle effect in Diffusion Tensor Imaging
Nian Wang1,2, Qiuting Wen1, Surendra Maharjan1, and Charles Spritzer3

1Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, United States, 2Stark Neurosciences Research Institute, Indiana University, Indianapolis, IN, United States, 3Radiology Department, Duke University, Durham, NC, United States

Magic Angle Effect (MAE) has been demonstrated to play an important role in both T2 and T1rho relaxation times in articular cartilage, its impact on the DTI measurements is still unknown. In this study we imaged rat knee, rat brain, and human brain at different orientation to explore the magic angle effect.

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Minimum number of scans for magic angle directional imaging based on a priori anatomical information
Harry Lanz1, Karyn Elizabeth Chappell2, and Mihailo Ristic3

1Mechanical Engineering, Imperial College London, London, United Kingdom, 2Surgery and Cancer, Imperial College London, London, United Kingdom, 3Mechanical Engineering Department, Imperial College London, London, United Kingdom

By exploiting the field-dependent anisotropy of collagen, valuable clinical information can be obtained, such as fibre tractography. We investigated the use of a priori anatomical knowledge such as scout scan, using both simulations and experimentally acquired images. We conclude that only 3 scanning directions may be sufficient for robust analysis, instead of 9 or more in the case when no such information is used. The method is also compatible with low SNR values associated with low-field MRI.

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Real-time MRI in axial plane allows quantitative evaluation of mandibular condyles motion symmetricity
Karyna Isaieva1, Justine Leclère1,2, Xavier Dubernard2, Jacques Felblinger1,3, and Pierre-André Vuissoz1

1IADI, Université de Lorraine, INSERM, Nancy, France, 2Oral Medicine Department, University Hospital of Reims, Reims, France, 3CIC-IT, CHRU de Nancy, INSERM, Nancy, France

Current diagnosis of temporomandibular disorders includes clinical examination and MRI; however, static MR images in only two key positions are not sufficient for detection of some cases of temporomandibular disk displacement. We acquired jaw opening and closure movements for 5 healthy volunteers with a real-time MRI in axial plane. The condyles were segmented with a convolutional neural network approach and motion curves of their mass centers were calculated. It was shown that the proposed protocol gives straighforward evaluation of condylar motion assymetry.

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Portable, Low-Field MRI for Evaluation of the Knee Joint
Jennifer Morgan Watchmaker1, Ding Xia2, Etan Dayan1, Idoia Corcuera-Solano1, Justin E Ngeow1, Samantha T By3, Gang Chen3, Elena Kaye3, John Pitts3, Rafael O'Halloran3, Zahi A Fayad1,2, Mingqian Huang1, and Li Feng2

1Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, United States, 2BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, United States, 3Hyperfine, Guilford, CT, United States

In this work, we present results of knee imaging using a portable, point-of-care MRI system in healthy subjects and subjects with knee pathology. To the best of our knowledge, this is the first reported results for knee imaging using the portable Swoop MRI system, a portable 0.064 T MRI scanner. The low-field images show good performance in visualizing the knee joint, and there was not a significant difference in the readers’ ability to evaluate the anatomic structures. 

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23Na in vivo MRI with 1mm isotropic resolution and real-time prospective motion correction implemented in Pulseq
Maxim Zaitsev1, Olgica Zaric2, and Sigfried Trattnig2

1High Field MR Center, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria, 2High Field MR Center, Department of Biomedical Imaging and Image- Guided Therapy, Medical University of Vienna, Vienna, Austria

Sodium imaging has a great potential for basic research and clinical MRI, but its applications are limited due to poor SNR achievable in typical in vivo scanning times. Image acquisition times can be substantially extended if involuntarily subject motion is compensated for, e.g. by using an external optical motion tracking system. In this proof-of-concept study we demonstrate 1mm isotropic 23Na MRI with the achieved image quality sufficient for the anatomical orientation based on the native sodium images. The used ultra-short echo time 3D imaging sequence was implemented in Pulseq, an open-source platform-independent development environment.

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Comparison of New MR Approaches for Accelerated Knee Imaging
Ananya Goyal1, Christopher Beaulieu1, Maggie Fung2, Trevor Kolupar3, Akshay Chaudhari1, Kathryn Stevens1, and Feliks Kogan1

1Radiology, Stanford University, Stanford, CA, United States, 2GE Healthcare, New York, NY, United States, 3GE Healthcare, Milwaukee, WI, United States

Conventional knee MRI protocols use numerous 2D-FSE sequences with multiple contrasts, which have long scan times and don’t fully use modern parallel imaging and improved SNR technologies.In this abstract, we outline four approaches that reduce protocol times to <6 minutes and potentially add diagnostic value through quantitative data or oblique reformats.These include an accelerated conventional 2D protocol, SNR-efficient 3D qDESS and CUBE approaches, and a thin-Slice protocol with high slice resolution.We propose a study that will evaluate the performance of each of these knee MRI protocols, and determine diagnostic utility and confidence with respect to fluid sensitivity and tissue pathologies.

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Volume of hyperintense inflammation (VHI): a deep learning-enabled quantitative imaging biomarker of inflammation load
Timothy JP Bray1,2, Carolyna JP Hepburn1, Alexis Jones3, Alan Bainbridge4, Hui Zhang5, and Margaret A Hall-Craggs1,2

1Centre for Medical Imaging, University College London, London, United Kingdom, 2Department of Imaging, University College London Hospital, London, United Kingdom, 3Rheumatology, University College London Hospital, London, United Kingdom, 4Medical Physics, University College London Hospital, London, United Kingdom, 5Centre for Medical Image Computing, University College London, London, United Kingdom

Short inversion time inversion recovery (STIR) MRI is widely used in clinical practice to identify and quantify inflammation in patients with axial spondyloarthritis. However, assessment of STIR images is limited by the qualitative nature of image interpretation, which depends on observer expertise, and can be biased by the clinical setting. To address this, we propose the volume of hyperintense inflammation (VHI) as a quantitative imaging biomarker of inflammation load, underpinned by a recently-described segmentation method incorporating deep learning and intensity-based segmentation.

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Comparison of CT versus Zero Echo Time MRI techniques in the management of patients with shoulder instability
Laura Carretero1,2, Pablo García-Polo1, Alejandro Congo3, Michael Carl4, Graeme C McKinnon5, Maggie Fung6, and Mario Padrón3

1GE Healthcare, Madrid, Spain, 2Rey Juan Carlos University, Madrid, Spain, 3Clínica Cemtro, Madrid, Spain, 4GE Healthcare, San Diego, CA, United States, 5GE Healthcare, Waukesha, WI, United States, 6GE Healthcare, New York, NY, United States

In this study we evaluate the viability of using ZTE, a novel MRI sequence for bone imaging, with deep-learning (DL) reconstruction to assess glenohumeral shoulder instability, aiming to improve signal-to-noise ratio (SNR) and get comparable images to CT, the gold standard technique for surgical planning. Bone loss measurements were performed on both techniques achieving almost perfect inter-modality agreement on 20 patients. This approach could prevent the patient from receiving ionizing radiation concomitant to CT examination and could be combined in a single routine shoulder examination with other MR sequences for a complete study and optimized patient workflow.


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6-Minute Turbo Spin Echo MRI of the Elbow Using Combined Simultaneous Multi-Slice and Parallel Imaging Acceleration
Erol Akkoc1, Jan Fritz1, and Hoi Cheung Zhang1

1NYU Grossman School of Medicine, New York, NY, United States

Elbow MRI contributes essential information in acute and chronic elbow injuries. Elbow MRI is ideally obtained in the superman position (prone position with elbow extended, arm elevated above the head, and hand pronated); however, this position can be challenging for patients due to injury-related pain and positioning-related discomfort. To shorten the exam time and reduce patient discomfort, we developed a 4-fold accelerated 5-sequence 6-minute clinical MRI protocol using combined simultaneous multi-slice and parallel imaging acceleration of turbo spin echo sequences. In this study, we compared the image quality of our conventional and novel accelerated elbow MRI protocols.


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Proton magnetic resonance spectroscopy of the distal metacarpus/tarsus in Thoroughbred racehorses with and without catastrophic fractures.
Charlotte L Hewitt-Dedman1, Sarah E Taylor1, Tobias Schwarz1, Carola R Daniel1, Maria Chiara Pressanto1, and Lucy E Kershaw2

1Royal Dick School of Veterinary Studies and Roslin Institute, Royal Dick School of Veterinary Studies and Roslin Institute, University of Edinburgh, Edinburgh, United Kingdom, 2BHF Centre for Cardiovascular Science and Edinburgh Imaging, BHF Centre for Cardiovascular Science and Edinburgh Imaging, University of Edinburgh, Edinburgh, United Kingdom

Fractures of the third metacarpal/tarsal bone are common in racehorses. Racehorse cadaver limbs underwent single voxel magnetic resonance spectroscopy (MRS) and computed tomography. The percentage fat content (FC) and the mean bone mineral density (BMD) was calculated at 3 locations within the bone. A significant negative correlation was identified for mean BMD and percentage FC for all condyles and in bone marrow of the third metacarpal/tarsal distal diaphysis. The median percentage FC was lower in horses with fractures compared to controls. These findings suggest that fat and bone are capable of mutual regulation in Thoroughbred racehorses.


Cartilage

Exhibition Hall:S8 & S9
Wednesday 16:45 - 17:45
Musculoskeletal
Module : Module 12: MSK I

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Intravoxel Incoherent Motion Diffusion-Weighted MRI for Prediction of Prognosis in Intermediate Risk Acute Myeloid Leukemia
Jianting Li1, Jinliang Niu1, Wenjin Bian2, and Wenqi Wu1

1The Second Hospital of Shanxi Medical University, Taiyuan, China, 2Shanxi Medical University, Taiyuan, China

    The mortality rate for patients with acute myeloid leukemia (AML) is still high. Cytogenetic features are the most important prognostic parameter, and the most appropriate treatment of intermediate risk AML (IR-AML), which accounts for about 60% of AML, is controversial. Our study suggested that the D value obtained from intravoxel incoherent motion (IVIM) could play a potential role in predicting treatment response of IR-AML patients. Moreover, f value and D* value in an IVIM model can independently predict OS of patients with IR-AML. These findings suggest that IVIM parameters can be useful imaging markers to predict prognosis for IR-AML.

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Articular Cartilage T2 Relaxation Time Decreases in Regions of Loaded Contact in Cadaver Knees
Natasha M. Bzowey1, Marianne S. Black2, Lumeng Cui3, Chelsey S. Thorson1, Madeline M. Martel1, and Emily J. McWalter1

1Department of Mechanical Engineering, University of Saskatchewan, Saskatoon, SK, Canada, 2Department of Radiology, Stanford University, Stanford, CA, United States, 3Department of Biomedical Engineering, University of Saskatchewan, Saskatoon, SK, Canada

The aim of this work was to identify focal changes in T2 relaxation times inside and outside regions of tibiofemoral contact in loaded cadaver knee articular cartilage. We used a cluster analysis approach to identify focal regions of change in T2 relaxation time. We found clusters of increased and decreased T2 relaxation time when the cartilage was loaded; the majority of the clusters of decreased T2 relaxation time were observed within the tibial and femoral cartilage contact area.

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Analysis of knee joint injury caused by training of freshmen based on 3T MRI and Automatic Cartilage Segmentation Technology :A prospective study
Lingling Liu1, Henan Liu2, Zhiming Zhen3, Yalan Zheng3, Xiaoyue Zhou4, Esther Raithel5, Jiang Du6, Yan Hu7, Wei Chen3, and Xiaofei Hu3

1Department of Radiology, First Affiliated Hospital of Army Medical University, chongqing, China, 2Department of nuclear medicine, First Affiliated Hospital of Army Medical University, chongqing, China, 3First Affiliated Hospital of Army Medical University, chongqing, China, 4Siemens Healthineers Ltd., shanghai, China, 5MR Application Predevelopment, Siemens Healthcare GmbH, Erlangen, Germany, 6Health Service Training Base of the Army Military Medical University., chongqing, China, 7Health Service Training Base of the Army Military Medical University, chongqing, China

Magnetic resonance imaging (MRI) is the preferred choice for evaluating knee joint injury, which commonly occurs during physical training. In this study, we compared the effects of long-walking and regular daily training on knee joint injuries and cartilage microstructure in 23 young freshmen by analyzing 3D-DESSWE and T2 mapping images using the automatic cartilage segmentation prototype software. Our results demonstrated that regular daily training strengthens the knee joints and protects against knee joint injury by increasing the volume of the knee cartilage. Moreover, knee joint injury caused by short-term long walking and high-intensity pull training was reversible. 

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Early Quantitative Diagnosis of Articular Cartilage Degeneration Using 3D Ultrashort Echo Time Cones Adiabatic T1ρ ( UTE Cones AdiabT1ρ) Imaging
Mei Wu1,2, Ya-jun Ma2, Zhouchonghao Wu2, Yanping Xue2, Yanting Zheng1, Zhao Wei2, Saeed Jerban2, Hyungseok Jang2, Douglas G Chang3, Liheng Ma4, Eric Y Chang2,5, and Jiang Du2

1Radiology, Guangzhou First People’s Hospital, School of Medicine, South China University of Technology, Guangzhou, China, 2Radiology, University of California San Diego, San Diego, CA, United States, 3Orthopaedic Surgery, University of California San Diego, San Diego, CA, United States, 4Imaging Department, The First Affiliated Hospital of Guangdong Pharmaceutical University, Guangzhou, China, 5Radiology Service, Veterans Affairs San Diego Healthcare System, San Diego, CA, United States

This study aims to evaluate cartilage degeneration using 3D UTE-Cones-AdiabT1r imaging at 3T. In total 66 human subjects were recruited. KL and WORMS were evaluated by two MSK radiologists. The performance in evaluating cartilage degeneration was assessed via Spearman’s correlation coefficient and the area under the curve (AUC) calculated according to the receiver-operating characteristic (ROC) curve. Higher UTE-Cones-AdiabT1r values were observed in larger and deeper cartilage lesions. The diagnostic threshold of UTE-Cones-AdiabT1r for mild cartilage degeneration was 39.4 ms with 80.8% sensitivity and 63.5% specificity. The AUC value for mild cartilage degeneration (WORMS=1) was 0.8 according to the ROC curves.



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Unloaded-to-loaded changes in regional tibial cartilage T1ρ and T2: Utilization of an MRI compatible loading device
Erin C Argentieri1, Andrew C Zhu2, Sonia Bansal2, Amanda Wach2, Ashley Pekmezian2, Ryan E Breighner1, Hollis G Potter1, Suzanne A Maher2, and Matthew F Koff1

1Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States, 2Biomechanics, Hospital for Special Surgery, New York, NY, United States

 Unloaded and loaded tibial cartilage T1ρ and T2 values were evaluated regionally. Only T1ρ, significantly changed from the unloaded-to-loaded condition. Shortening of loaded T1ρ values may be attributed to matrix water loss due to PG damage and attendant loss of the cartilage FCD. Though not all regions exhibited significant changes in unloaded-to-loaded T1ρ values, previous work demonstrated that tibial cartilage tissue and fibril strains follow the pattern of changes in FCD distribution.  Inter-regional T2 variation increased from unloaded-to-loaded conditions, suggesting that T2 values were affected by a decreased FCD of cartilage that allowed water to move more freely between regions.

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Anisotropy of T2 and T1ρ Relaxation in Bovine Articular Cartilage at 3 T
Ville Kantola1, Jouni Karjalainen1, Tomi Jaakola1, Henri Leskinen2, Mikko Nissi1,2, Miika Nieminen1,3,4, and Victor Casula1,4

1Research Unit of Magnetic Imaging, Physics and Technology, University of Oulu, Oulu, Finland, 2University of Eastern Finland, Kuopio, Finland, 3Department of Diagnostic Radiology, Oulu University Hospital, Oulu, Finland, 4Medical Research Center, University of Oulu and Oulu University Hospital, Oulu, Finland

Multiple studies have investigated the orientation dependence of T2 and T relaxation in articular cartilage using ultra-high field magnets. This study aims to replicate these findings in a clinical measurement setting, performing a series of measurements at multiple orientations on a 3 T clinical scanner using large ex vivo joint samples. Function of a previously suggested relaxation model was confirmed in a low field-strength environment. Anisotropic components of T2 and T relaxation varied widely depending on the measured parameter, the spin-lock frequency, the magnetization preparation used for the spin-lock experiment (continuous wave/adiabatic), and the considered cartilage layer (superficial/deep half).

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Topographical Associations of Knee Cartilage MRI with Osteoarthritis Pain: Data from the Osteoarthritis Initiative.
Edward J Peake1,2, Tom D Turmezei3,4, and Dorothee P Auer1,2

1Radiological Sciences, Division of Clinical Neuroscience, University of Nottingham, Nottingham, United Kingdom, 2NIHR Nottingham Biomedical Research Centre, University of Nottingham, Nottingham, United Kingdom, 3Department of Radiology, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, United Kingdom, 4Norwich Medical School, University of East Anglia, Norwich, United Kingdom

Pain is a hallmark of knee osteoarthritis, a chronic condition with considerable health and socioeconomic burden. Osteoarthritic changes of the knee cartilage are often used as an outcome marker for clinical trials, but only weakly associated with pain. In this study, we aimed to examine the topographic correlation between intensity differences in knee cartilage MRI and knee pain. Voxel based morphometry (VBM) is used with linear effects modelling to show the spatial localization of knee OA contributing to pain. Local maxima and clusters with extents with P<0.05 are determined using random field theory.

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Improved accuracy and precision in 3D T2 mapping of knee cartilage with dictionary fitting and patch-based denoising
Simon Kuhn1, Aurélien Bustin1,2,3, Aicha Lamri-Senouci1, Simone Rumac1, Jean-Baptiste Ledoux1,4, Roberto Colotti5, Jessica A. M. Bastiaansen1,6,7, Jérôme Yerly1,4, Julien Favre8, Patrick Omoumi1, and Ruud B. van Heeswijk1

1Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland, 2Department of Cardiovascular Imaging, Hôpital Cardiologique du Haut-Lévêque, CHU de Bordeaux, Bordeaux, France, 3IHU LIRYC Electrophysiology and Heart Modeling Institute, Université de Bordeaux, Bordeaux, France, 4CIBM Center for BioMedical Imaging, Lausanne, Switzerland, 5In Vivo Imaging Facility (IVIF), Department of Research and Training, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland, 6Department of Diagnostic, Interventional and Pediatric Radiology (DIPR), Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland, 7Translational Imaging Center, Sitem-Insel, Bern, Switzerland, 8Department of Musculoskeletal Medicine, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland

We implemented and compared three different reconstructions for 3D T2 mapping of the knee: I) a standard image reconstruction followed by an analytical fit, II) a standard image reconstruction followed by a dictionary fit, and III) a denoised image reconstruction followed by a dictionary fit. We optimized and compared these techniques in phantoms, five healthy volunteers, and five patients with mild osteoarthritis. The third reconstruction resulted in the highest accuracy and precision while retaining the spatial resolution, and allowed the load-bearing cartilage in the mild-OA patients to be differentiated from that in the healthy volunteers.


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3-D T1 relaxation time measurements in an equine model of mild post-traumatic osteoarthritis using MB-SWIFT
Swetha Pala1, Olli Nykänen1,2, Nina Hänninen1,2, Ali Mohammadi1, Mohammadhossein Ebrahimi1,2, Nikae te Moller3, Harold Brommer3, P René van Weeren3, Janne T.A Mäkelä1, Rami K Korhonen1, Juha Töyräs1,4,5, Santtu Mikkonen1, and Mikko J Nissi1,2

1Department of Applied Physics, University of Eastern Finland, Kuopio, Finland, 2Research Unit of Medical Imaging, Physics and Technology, University of Oulu, Oulu, Finland, 3Department of Clinical Sciences, Faculty of Veterinary Medicine, Utrecht University, Utrecht, Netherlands, 4Science Service Center, University Hospital, Kuopio, Finland, 5School of Information Technology and Electrical Engineering, The University Queensland, Brisbane, Australia

In this study, we examined the variation in T1 relaxation times in a mild OA model of surgically grooved (sharp and blunt) articular cartilage of equine carpal joints. The study revealed that T1 relaxation time is significantly increased in bluntly-grooved cartilage with respect to control cartilage. No significant differences between sharply-grooved and control groups were seen for T1 relaxation. Moreover, strong variations in T1 relaxation times and proteoglycan (PG) contents were observed in the superficial half of the cartilage. T1 relaxation times correlated weakly (R≈0.33) with equilibrium mechanical modulus and with PG content (R≈0.23).

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Characteristics of maturation-related differences in rabbit cartilage by quantitative µMRI and PLM
Yang Xia1, Hannah Mantebea1, Syeda Batool1, Amanveer Singh1, Mohammed Hammami1, and Farid Badar1

1Oakland Univ, Rochester Hills, MI, United States

Immature and mature articular cartilage from the humeral joints of rabbits were studied quantitatively and at microscopic resolutions by µMRI and polarized light microscopy (PLM). µMRI data revealed a number of differences between the immature and mature cartilage, including total thickness and T2 relaxation values. PLM data revealed in addition the cellular differences between the tissues. The mature cartilage has a clearly defined tidemark, which was absent in the immature tissue. The ability to differentiate specific maturation-related characteristics in cartilage could benefit translational studies of degenerative diseases such as osteoarthritis.

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Repeatability of Cartilage T2 relaxation times measures at 3T and 7T using quantitative double-echo in steady-state
Jessica Lauren Asay1, Anthony Andrea Gatti1, Arjun Divyang Desai1,2, Akshay Chaudhari1,3, Valentina Mazzoli1, Feliks Kogan1, and Garry Evan Gold1,4,5

1Radiology, Stanford University School of Medicine, Stanford, CA, United States, 2Electrical Engineering, Stanford University, Stanford, CA, United States, 3Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, United States, 4Orthopaedic Surgery, Stanford University School of Medicine, Stanford, CA, United States, 5Bioengineering, Stanford University, Stanford, CA, United States

Quantitative MRI can be used to track subtle cartilage microstructure changes within a subject, which could be helpful in the early detection, treatment, and prevention of osteoarthritis. Increased field strength may offer higher resolution for detecting these changes. This study demonstrated the repeatability of mean T2 relaxation times measured at 3T and 7T. Full thickness cartilage T2 relaxation times at 3T and 7T had excellent ICCs, with CVs at 3T generally lower than 7T. This study suggests 3T and 7T measures are repeatable and can be used in longitudinal studies of cartilage changes.

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Optimized U-net++: Novel Algorithm for Sub-regional Segmentation of Knee  Cartilage and Bone
Lijie Zhong1, Jiaping Hu1, Shaolong Chen2, Yanjun Chen1, Zhongping Zhang3, Yingjie Mei3, Zhiyong Zhang2, and Xiaodong Zhang1

1Department of Medical Imaging, The Third Affiliated Hospital of Southern Medical University, Guangzhou, China, 2School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen, China, 3China International Center, Philips Healthcare, Guangzhou, China

Cartilage degeneration and subchondral bone alterations play an important role in the pathogenesis and progression of knee osteoarthritis (OA). MRI can detect morphological or compositional change of cartilage and bone. Regional analysis of cartilage and bone lesions would significantly improve the diagnosis of OA and help to understand its role in OA. Automated segmentation of cartilage and bone on MRI is a necessary first step for quantitative measures. Therefore, we proposed an optimized U-net (PSA-U-net++) to solve the problem of sub-regional segmentation of bone and cartilage. The initiatory results showed that our model can accurately  segment cartilage and bone.

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Feasibility of Simultaneous Bilateral Hip Quantitative MRI
Koren Roach1, Misung Han1, Thomas Link1, Richard Souza1, Sharmila Majumdar1, and Valentina Pedoia1

1UCSF, San Francisco, CA, United States

Our group recently developed simultaneous bilateral hip MR acquisition methods to reduce total imaging time and employ during longitudinal evaluations of hip OA. This study evaluated the ability of simultaneous bilateral 3D FSE Cube and MAPSS acquisitions to maintain relevant morphological information compared to unilateral acquisitions. The mean T and T2 values of the simultaneous bilateral MAPSS acquisitions were not significantly different from unilateral acquisitions and relaxometry map patterns were preserved. Additionally, our simultaneous bilateral hip protocol promoted high resolution 3D Cube images for morphological abnormality detection and reduced scan time by 40%, to under 30 minutes. 

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Clinical assessment of the degenerative lumbar osseous morphology using zero echo time magnetic resonance imaging (ZTE-MRI)
Hou Bowen1, Chanyuan Liu1, Yitong Li1, Yan Xiong1, Jingyi Wang1, Weiyin Vivian Liu2, and Xiaoming Li1

1Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, China, China, 2GE Healthcare, Beijing, China

Lumbar degenerative disease increases with age and is common in the elderly population. The symptoms caused by the osseous degeneration affect the quality of life. Zero echo time (ZTE) sequence could capture and reveal short-T2 materials, allowing to obtain osseous information without ionizing radiation. The ZTE performed similarly to multi-slice computed tomography (MSCT) on the ordinal variables and most measurements of osseous spine. ZTE-MRI could offer more cortical bone details than conventional MRI images and might be a valid alternative to CT for assessment of lumbar osseous morphology to some extent.

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Highly Accelerated 4D Compressed Sensing Flow Sequence for Calf Muscle Strain and Strain Rate Tensor Mapping under Isometric Contractions
Usha Sinha1, Vadim Malis2, Brandon Cunnane1, Ning Jin3, and Shantanu Sinha2

1Physics, San Diego State University, San Diego, CA, United States, 2Radiology, UC San Diego, San Diego, CA, United States, 3Siemens Medical Solutions, Cleveland, OH, United States

The 4D CS-Flow sequence can be applied to image calf muscle motion during isometric contraction in order to extract 3D Strain tensors.  The ability to extract the full 3D strain tensors should enable one to answer questions related to muscle deformation anisotropy in the transverse plane, volumetric strain and maximum shear strains.


Imaging OA & Arthroplasties

Exhibition Hall:S8 & S9
Wednesday 17:45 - 18:45
Musculoskeletal
Module : Module 12: MSK I

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Measuring Fixation in Cementless Total Knee Replacement Tibial Baseplates with RSA and MRI
Jordan Broberg1,2,3, Matthew Koff4, James Howard5, Brent Lanting5, Hollis Potter4, and Matthew Teeter1,2,3,5

1Medical Biophysics, Western University, London, ON, Canada, 2Robarts Research Institute, London, ON, Canada, 3Lawson Health Research Institute, London, ON, Canada, 4Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States, 5Surgery, Western University, London, ON, Canada

This prospective evaluation of cementless total knee replacement tibial baseplate fixation using RSA and MRI at paired time points identified a stabilization of migration and mostly normal integration of the bone-implant interface by 3 months post-operation. A potential relationship between RSA migration magnitude and the evaluated bone-implant interface supports the use of MRI as a tool for evaluating implant fixation.

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MRI of the Post-Operative Hip Following Arthroscopic Repair: What are the Imaging Characteristics of Labrum Re-Tear and Capsular Complications?
Douglas L Handley1, Joseph Y Tang1, Andrea M Spiker2, and Donna G Blankenbaker1

1Radiology, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States, 2Orthopedic Surgery, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States

After acetabular labrum repair an intact repair, labrum re-tear, adhesions, and capsular disruption can have variable appearance on MRI. Some signs have been described as evidence of labral re-tear and adhesions. We retrospectively evaluated 25 hip MRIs in patients who later underwent revision arthroscopy utilizing these signs. Results were compared to arthroscopic findings. Fluid signal within the labrum demonstrated a high specificity for re-tear. Signs of adhesion were often identified accurately but could be imitated by synovitis. Capsular disruption was also identified with high sensitivity.  

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Using MRI to Differentiate Synovial Reponses in Patients with Total Knee Arthroplasty
Matthew F. Koff1, Elexis Padgett2, David Landy2, Peter Sculco3, Thomas Sculco3, Timothy Wright2, and Hollis G. Potter1

1Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States, 2Department of Biomechanics, Hospital for Special Surgery, New York, NY, United States, 3Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, United States

Many patients are satisfied following total knee arthroplasty (TKA) surgery, but post-operative challenges occur. This study evaluated synovial reactions in patients with TKA and related pre-operative MRI findings to direct evaluation of retrieved tibial polyethylene liners from revision surgery. Patients with synovial response of 'arthrofibrosis' had less damage to the tibial insert than patients with a synovial response of 'polymeric'. MRI was able to distinguish specific synovial responses directly to clinically confirmed arthrofibrosis and aseptic loosening.

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Radiomic Variance within Soft Tissue Pathologies Near Total Hip Arthroplasty:  A Cluster-based Analysis
Kevin Koch1, Robin Ausman1, John Neri2, Hollis Potter2, and Matthew Koff2

1Radiology, Medical College of Wisconsin, Milwaukee, WI, United States, 2Radiology and Imaging, Hospital for Special Surgery, New York City, NY, United States

In this exploratory study, radiomic measures were computed across radiologist-segmented image patches within 3D-MSI STIR images collected on symptomatic total hip replacements (THR).  Utilizing radiologist classifications of normal, infection, polymeric wear, or metallosis debris for each image patch, principle-component based cluster analysis was deployed to visualize and estimate radiomic distinctions between different soft-tissue pathology classifications.   The study results offer insights to future studies seeking to utilize quantitative MR to characterize and classify soft-tissue complications near THR. 

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Infrapatellar Fat Pad T2 values Associated with Fat Pad Scarring Severity in Individuals with Total Knee Arthroplasty
Sara E. Sacher1, John P. Neri1, Madeleine A. Gao1, Hollis G. Potter1, and Matthew F. Koff1

1Department of Radiology, Hospital for Special Surgery, New York, NY, United States

The infrapatellar fat pad (IPFP) has been implicated as a source of pain after total knee arthroplasty (TKA), but regions close to metallic implants are susceptible to metal artifacts in MRI. Multi-acquisition variable-resonance image combination (MAVRIC) based T2 mapping technique can mitigate these artifacts. The goal of this study was to evaluate how T2 values of the IPFP vary with the degree of IPFP scarring. T2 values were shorter and displayed a wider range for individuals with more severe scarring. MAVRIC T2 mapping may be used as a quantitative biomarker of IPFP scarring.

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Knee cartilage radiomics biomarkers are associated with osteoarthritis pain phenotypes
Edward J Peake1,2, Stefan Kluzek3,4, Dorothee Auer1,2, and Maja Radojčić3,5

1NIHR Nottingham Biomedical Research Centre, University of Nottingham, Nottingham, United Kingdom, 2Radiological Sciences, University of Nottingham, Nottingham, United Kingdom, 3Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, United Kingdom, 4Department of Sports Medicine, University of Nottingham, Nottingham, United Kingdom, 5Centre for Sport, Exercise and Osteoarthritis Research Versus Arthritis, University of Oxford, Oxford, United Kingdom

Pain is a hallmark of knee osteoarthritis, a chronic condition with considerable health and socio-economic burden. Phenotyping this heterogeneous disease is a step towards improved and personalised treatment, and long-term pain phenotypes based on latent class trajectory analysis and knee MRI may facilitate it. In this study, we aimed to examine the correlation between baseline knee cartilage MRI features with established 9-year pain trajectories. Using data from the Osteoarthritis Initiative (n = 9385, 9-year follow-up), we demonstrated a weak correlation between knee cartilage, pain scores and pain trajectories and significant differences in cartilage radiomics between the knee pain trajectories.     

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Infrapatellar fat pad is predictive of incident knee osteoarthritis one year prior to diagnosis: data from the osteoarthritis initiative
Jia Ying1, Keyan Yu2, Tianyun Zhao1, Xiaodong Zhang2, and Chuan Huang1,3

1Biomedical Engineering, Stony Brook University, Stony Brook, NY, United States, 2Medical Imaging, The Third Affiliated Hospital of Southern Medical University – Guangdong Academy of Orthopedics, Guangzhou, Guangdong, China, 3Radiology, Stony Brook Medicine, Stony Brook, NY, United States

The infrapatellar fat pad (IPFP) plays an important role in the incidence of knee osteoarthritis (OA). However, whether the IPFP can serve as an independent biomarker for OA development is yet unknown. Radiomics is a powerful tool that can extract high-dimensional quantitative features for clinical outcomes. In this work, we proposed a prediction model for incident radiographic knee OA (iROA), using radiomic features of the IPFP, one year prior to diagnosis. The prediction performance was assessed, and our results from 604 knees demonstrated that MR-based radiomic features from the IPFP are predictive of iROA.

2410
Computer 39
Metabolic bone response to exercise loading is predictive of joint degeneration after 2 years in OA knees
Janelle Baker1, James MacKay2, Feliks Kogan3, and Lauren Watkins3,4

1Biomechanical Engineering, Stanford University, Stanford, CA, United States, 2Radiology, Cambridge University, Cambridge, United Kingdom, 3Radiology, Stanford University, Stanford, CA, United States, 4Steadman Philippon Research Institute, Vail, CO, United States

Hybrid [18F]sodium fluoride PET-MRI was used to evaluate the relationship between the bone metabolic response to exercise and joint changes over two years in osteoarthritic (OA) knees, including changes in cartilage T2 relaxation times as well as structural changes in bone and cartilage. Regions in OA knees that experienced structural changes over two years had increased PET metabolic bone response to exercise compared to regions that did not. Bone response to exercise may be a useful metric to predict joint changes in OA.


Muscle & Tissue

Exhibition Hall:S8 & S9
Thursday 14:45 - 15:45
Musculoskeletal
Module : Module 27: MSK II

2821
Computer 101
Multi-nuclear MRI of tissue sodium provides novel measure of treatment response to physical therapy in women with lipedema
Paula Donahue1, Rachelle Crescenzi2,3,4, Kalen Petersen5, Maria Garza6, Niral J Patel7, Chelsea A Lee7, Sheau-Chiann Chen8, and Manus J Donahue6,9

1Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN, United States, 2Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, TN, United States, 3Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN, United States, 4Department of Biomedical Engineering, Vanderbilt University Medical Center, Nashville, TN, United States, 5Department of Neurology, Washington University School of Medicine, St Louis, MO, United States, 6Department of Neurology, Vanderbilt University Medical Center, Nashville, TN, United States, 7Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, United States, 8Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States, 9Department of Psychiatry and Behavioral Sciences, Vanderbilt University Medical Center, Nashville, TN, United States

The overall goal of this work is to apply multi-nuclear sodium MRI to evaluate the therapeutic effect of physical therapy in women with lipedema.  Lipedema is a fat disorder affecting approximately 11% of women and since it is largely refractory to diet and exercise, objective measures of condition severity and treatment response are required. We applied sodium MRI to evaluate whether abnormal tissue sodium accumulation in the legs, a previously established lipedema biomarker, reduced following physical therapy in persons with lipedema. Results show reduction of skin and subcutaneous sodium, which corresponds with reduced pain and increased function.  


2822
Computer 102
Impact of tract propagation stop criteria on skeletal muscle DTI fiber tract completeness and characteristics
Carly Anne Lockard1,2, Melissa T Hooijmans3, Xingyu Zhou2,4, and Bruce M Damon1,2

1Stephens Family Clinical Research Institute, Carle Health, Urbana, IL, United States, 2Carle Clinical Imaging Research Program, Carle Health, Urbana, IL, United States, 3Department of Radiology and Nuclear Medicine, Amsterdam Movement Sciences, Amsterdam University Medical Center, Amsterdam, Netherlands, 4Biomedical Engineering, Vanderbilt University, Nashville, TN, United States

Diffusion-tensor MRI tractography has been applied to characterize skeletal muscle architecture and diffusion characteristics. Ideally, tracking would occur completely for accurate length, angle, curvature, and diffusion property estimation of a bundle of fibers. In practice, it is desirable to end tracts early if poor quality data is encountered and tract termination settings can influence the balance between tract completeness and desirable exclusion of inaccurate tract regions. This work examines the effect of applying a range of fractional-anisotropy and intersegment-angle tract-termination thresholds on muscle architecture and diffusion estimates, and fiber polynomial fit residuals. 

2823
Computer 103
Octopus rubescens as a model for the development and validation of muscle DTI tractography
Noel Naughton1, Luisa Ciobanu2, Shreyan Majumdar 1, Mattia Gazzola3, and Brad Sutton1

1Beckman Institute, University of Illinois at Urbana-Champaign, Urbana, IL, United States, 2NeuroSpin, Gif-sur-Yvette, France, 3Department of Mechanical Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL, United States

We present data from a pilot study of an Octopus rubescens arm demonstrating it is possibly to identify the complex structural arrangement of its musculature using MRI and DTI tractography. All major muscle groups of the octopus arm are able to be identified and extracted using DTI tractography. Overall, this pilot study establishes cephalopod arms as an appealing testbed for the development of muscle MRI segmentation and tractography algorithms.

2824
Computer 104
Deep-learning based 3D segmentation of thigh muscle and classification of intramuscular fat on T1-weighted axial MRI
Upasana Upadhyay Bharadwaj1, Amir M. Pirmoazen1, Zehra Akkaya1, John A. Lynch2, Gabby B. Joseph1, Sharmila Majumdar1, Valentina Pedoia1, and Thomas M. Link1

1Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, United States, 2Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, United States

Intramuscular fat is an important biomarker for knee osteoarthritis. Quantitative analysis on routine clinical imaging (T1-weighted MRI) is not feasible without pixel-level annotation, leading to the adoption of Goutallier classification, a semi-quantitative grading system that is time-consuming and has variable reproducibility. This study automates binarized Goutallier classification on patients (n=50) from the Osteoarthritis Initiative cohort with a two-staged process: deep-learning 3D segmentation of quadriceps and hamstrings (dice scores of 0.89[0.88,0.90] and 0.84[0.83,0.87], respectively) followed by histogram features for classification of intramuscular fat (0.93[0.92,0.95] AUROC). With model-reader kappa (0.64[0.61,0.68]) comparable to inter-reader kappa (0.61[0.59,0.64]), our approach shows promise for end-to-end automation.

2825
Computer 105
Assessing Skeletal Muscle Metabolism with PCr, NAD+NADH, and pH measurement with Dynamic 31P MRS at 7T
Sai Krishna Merugumala1, Huijun Liao1, Wufan Zhao1, and Alexander P Lin1

1Department of Radiology, Brigham and Women's Hospital, Boston, MA, United States

A supine leg extension ergometer targeting the quadriceps femoris was built to be MR compatible and dynamic 31P-MR spectroscopy was acquired during an exercise challenge in a 7 Tesla MRI system. With the higher field strength, PCr and PCr recovery could be measured with a high confidence of fit without the need for additional smoothing and filtering steps. The increased spectral dispersion at 7T shows sufficient separation between the NAD+NADH resonance in addition to increased SNR. pH estimation in the active skeletal muscle was also performed.

2826
Computer 106
Restoration of Missing or Erroneous Muscle Fiber Tracking Data Using Smoothed Polynomial Coefficients
Bruce Damon1,2, Melissa Hooijmans3, Carly Lockard1,2, and Xingyu Zhou2,4

1Stephens Family Clinical Research Institute, Carle Health, Urbana, IL, United States, 2Carle Clinical Imaging Research Program, Carle Health, Urbana, IL, United States, 3Amsterdam University Medical Center, Amsterdam, Netherlands, 4Biomedical Engineering, Vanderbilt University, Nashville, TN, United States

Diffusion-tensor tractography is used to quantify functionally relevant muscle architectural variables, including fiber tract length, orientation, and curvature.  However, image noise and artifacts cause positional errors in the fiber tracking points and may cause tracts to terminate prematurely. The effect of the points’ positional errors on estimates of muscle fiber curvature can be mitigated through the use of polynomial fitting. Here we test several approaches for smoothing the spatial field of polynomial fitting coefficients and reconstructing missing or shortened-length fiber tracts.  We show that median filtering of the polynomial coefficients retains additional fiber tracts without altering the median architectural properties.

2827
Computer 107
Separation of Intra- and Extra-cellular Sodium Using A Rotation of Spiral Disc (RSD) Sequence with Multiple Echoes
Kwan-Jin Jung1, Hsin-Yu Fang2, Kenneth Wilund2, and Brad Sutton3

1Biomedical Imaging Center, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL, USA, IL, United States, 2Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL, USA, IL, United States, 3Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL, USA, IL, United States

An efficient sequence to acquire sodium image, i.e., rotation of the spiral disc, was developed last year. This sequence is further developed to separate the sodium signal into intra- and extra-cellular sodium by collecting multiple echoes and bi-exponential curve fitting. This method is confirmed on agarose phantom for T2* mapping and on human lower-leg muscle with an isometric plantar flexion exercise for separation of intra- and extra-cellular sodium. In the calf muscle experiment, it was found that the intracellular sodium was increased more than the extra-cellular sodium. This method finally allows studying separately the intra- and extra-cellular sodium in muscles.


2828
Computer 108
The potential value of whole-body MRI for the rheumatologist’s assessment and management of juvenile idiopathic arthritis patients
Varvara Choida1,2, Rachel Tattersall3,4, Jessica J Manson5, Debajit Sen1,5, Coziana Ciurtin1,5, and Margaret Hall-Craggs2,6

1Centre for Adolescent Rheumatology Versus Arthritis, University College London, London, United Kingdom, 2Centre for Medical Imaging, University College London, London, United Kingdom, 3Department of Rheumatology, Sheffield Teaching Hospitals NHS Trust, Sheffield, United Kingdom, 4Sheffield Children's NHS Foundation Trust, Sheffield, United Kingdom, 5Department of Rheumatology, University College London Hospitals NHS Foundation Trust, London, United Kingdom, 6Department of Radiology, University College London Hospitals NHS Foundation Trust, London, United Kingdom

The impact of musculoskeletal inflammation detected by whole-body MRI (WBMRI) in adolescents with juvenile idiopathic arthritis (JIA) on rheumatologists’ clinical decisions was investigated. Anonymised clinical information collected for 30 patients before undergoing research WBMRI scans was examined by two rheumatologists who recorded independently their disease activity ratings, investigations, and treatment plans before and after reviewing the WBMRI reports. WBMRI findings changed rheumatologists’ disease activity ratings in half the patients and treatment plan in one-third, approximately. WBMRI detected inflammation in sites recommended for regional imaging pre WBMRI in less than half of cases and in other sites in more than one-half.


Nerve, Spine & Tumors

Exhibition Hall:S8 & S9
Thursday 15:45 - 16:45
Musculoskeletal
Module : Module 27: MSK II

2885
Computer 95
Investigations of the effects of differently trained subject cohorts  on T1 and T2 of the lumbar spine muscles
Marta B. Maggioni1, Martin Krämer1,2, Christoph Anders3, and Jürgen R. Reichenbach1,2,4,5,6

1Medical Physics Group, Institute of Diagnostic and Interventional Radiology, Jena University Hospital - Friedrich-Schiller-University, Jena, Germany, 2Institute of Diagnostic and Interventional Radiology, Jena University Hospital - Friedrich Schiller University, Jena, Germany, 3Institute for Pathophysiology and Pathobiochemistry, Motor Research Group, Friedrich-Schiller-University, Jena, Germany, 4Michael Stifel Center for Data-driven and Simulation Science Jena, Friedrich Schiller University, Jena, Germany, 5Abbe School of Photonics, Friedrich Schiller University, Jena, Germany, 6Center of Medical Optics and Photonics, Friedrich Schiller University, Jena, Germany

The majority of studies investigating changes in skeletal muscle parameters with MRI have focused on analyzing the effects before and after exercise training. In this work, we analyze the effects of regular repetitive training on low back muscle by determining T1 and T2 parameters in three cohorts of subjects characterized by different levels of physical activity.


2886
Computer 96
Comparison of AI-assisted Compressed Sensing (ACS) and Conventional Two-Dimensional Sequences on Lumbar Spine Imaging
He Sui1, Yu Gong2, Yunfei Zhang3, Yongming Dai3, and Zhanhao Mo1

1China-Japan Union Hospital of Jilin University, Changchun, China, 2Linyi People’s Hospital, Linyi, China, 3Central Research Institute, United Imaging Healthcare, Shanghai, China

MRI is widely used in the diagnosis of spinal diseases, but due to the limitation of long scanning time, it is often difficult for patients to tolerate. This study aims at exploring whether the ACS (AI-assisted Compressed Sensing) accelerated sequences can assure similar image quality and diagnostic accuracy of lumbar spine diseases compared to 2D conventional sequences. Results suggested that 2D ACS sequence has become a well-anticipated technique for routine examination of lumbar spine and lumbar spine lesions diagnosis, while ensuring high image quality and reduced scan time effectively than traditional 2D sequences in MRI.

2887
Computer 97
Assessment of Lumbar Nerve Root Changes in Disc Herniation Using Ultrashort Echo Time Magnetization Transfer (UTE-MT) Imaging
Jin Liu1, Jia-Xin Feng1, Jian-Wei Liao1, Wei Li1, Xiao-Jun Chen1, Lin Yao1, Pan-Hui Huang1, Long Qian2, Ya-Jun Ma3, and Shao-Lin Li1

1Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-Sen University, Zhuhai, China, 2MR Research, GE Healthcare, Beijing, China, 3Department of Radiology, University of California San Diego, San Diego, CA, United States

Ultrashort echo time magnetization transfer (UTE-MT) imaging can quantify macromolecular content changes in tissues. This study aims to investigate the feasibility of UTE-MT ratio (UTE-MTR) in assessment of lumbar nerve root changes due to disc herniation. T2 mapping and diffusion tensor imaging (DTI) were also employed for comparison. Our results demonstrated that the UTE-MTR is able to detect nerve root changes due to disc herniation and it has a better performance than T2 mapping and DTI imaging in differentiation of disc herniation and non-disc herniation.

2888
Computer 98
Quantitative Evaluation Of Potential L5/S1 Spinal Nerve Degeneration In LSTV With Bertolotti's Syndrome By Diffusion Tensor Imaging
Shi Yin1, Weiqiang Dou2, and Hongyuan Ding1

1The First Affiliated Hospital of Nanjing Medical University, Nanjing, China, 2GE Healthcare, MR Research, Beijing, China

This study aims to investigate if quantitative MR diffusion tensor imaging (DTI) technology can be applied to quantitatively evaluate the potential L5/S1 spinal nerve degeneration in patients with lumbosacral transitional vertebrae. By quantitative evaluating 52 patients, we found the L5/S1 spinal nerves' DTI FA values showed lower in type Ⅱ-Ⅳ LSTV cases while the nerves run through the bony articulation between the vertebra and sacrum. Therefore , quantitative MR DTI has a good performance for quantitative diagnosis of LSTV with Bertolotti's syndrome.

2889
Computer 99
Evaluation of Deep-Learning Reconstructed High-Resolution 3D Cervical Spine MRI to Improve Foraminal Stenosis Evaluation
Meghan Jardon1, Ek T. Tan1, J. Levi Chazen1, Meghan Sahr1, Yan Wen2, Alyssa M. Vanderbeek3, and Darryl B. Sneag1

1Department of Radiology and Imaging, Hospital for Special Surgery, New York, NY, United States, 2GE Healthcare, Chicago, IL, United States, 3Biostatistics Core, Research Administration, Hospital for Special Surgery, New York, NY, United States

Isotropic 3D MRI, with the addition of deep-learning based reconstruction algorithms (DLRecon), facilitates faster acquisition times and multiplanar reformatting. We compared interobserver agreement for cervical spine neural foraminal (NF) stenosis assessment of 3D T2-weighted fast spin echo (T2w-FSE) MR images with DLRecon to those of standard-of-care (SOC) 2D T2w-FSE images. We demonstrated that inter-observer agreement was high for both 2D and 3D sequences in the assessment of NF stenosis, but agreement was more consistent between readers at each level for the 3D acquisition. 3D DLRecon images were also more frequently free of motion, when compared to corresponding 2D sequences.

2890
Computer 100
Associations between DCE-MRI parameters and MVD, VEGF and HIF-1α in osteosarcoma based on MRI-histopathological comparison
Huan Ma1, Yao Wang1, Kun Li1, Yingying Ding1, Jialu Li2, and Xiaoyong Zhang3

1Department of Radiology, The Third Affiliated Hospital of Kunming Medical University, Kunming, Yunnan Province, China, 2Department of Radiology, HangZhou Medical College Affiliated Lin'An People's Hospital, Hangzhou, Zhejiang Province, China, 3Clinical Science, Philips Healthcare, Chengdu, China, Chengdu, China

Tumor necrosis, angiogenesis and hypoxia are related to therapeutic effect, aggressiveness, metastasis and prognosis for osteosarcoma. In this study, DCE-MRI were matched ROI-to-ROI with histopathological tissues to explore the relationship between the perfusion parameters, including Ktrans, Kep, and Ve in each ROI and TNR, MVD, VEGF and HIF-1α in corresponding histopathological specimens, aiming to offer information about angiogenesis and hypoxia in the microenvironment of osteosarcoma timely and non-invasively. We found the perfusion parameters of DCE-MRI have a moderate sensitivity and specificity to evaluate MVD, VEGF and HIF-1α in the histopathological tissues of osteosarcoma, thereby helping microvessel status and hypoxia evaluating.

2891
Computer 101
Noninvasive Detection and Assessment of Treatment Response in Multiple Myeloma using Whole-body DETECT: Preliminary Findings
Sheng-Qing Lin1, Sebastian Fonseca1, Alberto Diaz De Leon1, Orhan Oz1,2, Durga Udayakumar1,3, Gurbakhash Kaur4, Larry D. Anderson, Jr.4, Ankit Kansagra4, and Ananth J. Madhuranthakam1,3

1Radiology, UT Southwestern Medical Center, Dallas, TX, United States, 2Nuclear Medicine, UT Southwestern Medical Center, Dallas, TX, United States, 3Advanced Imaging Research Center, UT Southwestern Medical Center, Dallas, TX, United States, 4Internal Medicine, UT Southwestern Medical Center, Dallas, TX, United States

We present the preliminary findings on the ability of our novel whole-body MRI using Dual-Echo T2-weighted acquisition for Enhanced Conspicuity of Tumors (WBMRI-DETECT) for detection and longitudinal assessment of therapy response in multiple myeloma (MM). Data from 4 MM patients undergoing induction therapy at 4 timepoints in an ongoing prospective research study are presented. Our results show that WBMRI-DETECT provides higher SNR, improved lesion conspicuity with shorter scan times compared to WBMRI-STIR and WBMRI-DWIBS, and minimal geometric distortions compared to WBMRI-DWIBS. In addition, quantitative FF measurements from WBMRI can serve as a prognostic imaging biomarker for the treatment response assessment.

2892
Computer 102
Image quality in MY-RADS whole-body MRI protocols applied in a prospective multi-centre multiple myeloma study
Sam Keaveney1, Alina Dragan1, Mihaela Rata1, Matthew Blackledge1, Erica Scurr1, Jessica Winfield1, Dow-Mu Koh1, Nuria Porta1, Antonio Candito1, Alexander King2, Winston Rennie3, Suchi Gaba4, Priya Suresh5, Paul Malcolm6, Amy Davis7,8, Anjumara Nilak9, Aarti Shah10, Sanjay Gandhi11, Mauro Albrizio12, Arnold Drury13, Sadie Roberts14, Matthew Jenner2, Sarah Brown14, Martin Kaiser1, and Christina Messiou1

1Royal Marsden Hospital & Institute of Cancer Research, Sutton, United Kingdom, 2Southampton General Hospital, Southampton, United Kingdom, 3Leicester Royal Infirmary, Leicester, United Kingdom, 4Royal Stoke University Hospital, Stoke-on-Trent, United Kingdom, 5Derriford Hospital, Plymouth, United Kingdom, 6Norfolk & Norwich University Hospital, Norwich, United Kingdom, 7Epsom & St. Helier University Hospital, Epsom, United Kingdom, 8Spire St. Anthony's Hospital, Sutton, United Kingdom, 9Worcestershire Royal Hospital, Worcester, United Kingdom, 10Basingstoke & North Hampshire Hospital, Basingstoke, United Kingdom, 11North Bristol NHS Trust, Bristol, United Kingdom, 12Nottingham University Hospitals, Nottingham, United Kingdom, 13Royal Bournemouth & Christchurch Hospitals, Bournemouth, United Kingdom, 14University of Leeds, Leeds, United Kingdom

An assessment of image quality is presented from a multicentre WB-MRI study. A radiologist assessed image quality and the presence/severity of several common artefacts/image quality issues and metrics were also defined to measure these quantitatively. Image quality was consistently good or excellent, with only one DWI examination deemed non-diagnostic. In the case of most artefacts, the quantitative measurements were found to correlate with radiological assessment and a statistically significant ordinal regression model was found to predict DW image quality score using the quantitative measurements. These measurements could form part of an automated quality control pipeline for multi-centre WB-MRI studies.   


2893
Computer 103
MR-guided high intensity focused ultrasound of extra-abdominal desmoid tumors: a retrospective study of 61 patients
Daniel Duex1, Vipul Sheth1, Ryan Brunsing1, Kristen Ganjoo2, Raffi Avedian3, Rachelle Bitton1, and Pejman Ghanouni1

1Radiology, Stanford University, Stanford, CA, United States, 2Medicine - Med/Oncology, Stanford University, Stanford, CA, United States, 3Orthopaedic Surgery, Stanford University, Stanford, CA, United States

We reviewed MR-guided high intensity focused ultrasound treatments (MRgFUS) of extra-abdominal desmoid tumors (DTs) in our institution from 02/2013 until 12/2020. The primary endpoints for assessing efficacy are post-treatment change in tumor volume, response based on RECIST and mRECIST; secondary endpoints are change in pain and quality of life. Complications are also reported. Our study demonstrates MRgFUS is an effective treatment option for first line and salvage therapy of desmoid tumors.